{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bfe448ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.special import wofz\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b6fc7fe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "files = ['HH', 'HV', 'VH', 'VV']\n",
    "pol = ['RL', 'RR', 'LL', 'LR']\n",
    "Ts = [11, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 220, 250, 275, 296]\n",
    "Rcoeffs = [1.20545548, 1.155071943, 1.155071943, 1.20545548]\n",
    "\n",
    "def offset_function(x, a1, b1, c1, d1):\n",
    "    return a1 * np.exp(-((x - b1) ** 2) / (c1 ** 2)) + d1\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "EsVH = np.zeros((18, 991))\n",
    "dataVH = np.zeros((18, 991))\n",
    "\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'VH{T}.txt'\n",
    "    data = pd.read_csv(filename, delim_whitespace=True, header=None).values\n",
    "    ax.plot(data[260:, 0], data[260:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataVH[num, :] = data[260:260 + 991, 1] * Rcoeffs[1]\n",
    "    EsVH[num, :] = data[260:260 + 991, 0]\n",
    "    ax.set_ylim(20, 1000)\n",
    "    ax.set_xlim(135, 140)\n",
    "    ax.set_title('VH')\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsVH[0, :], Ts)\n",
    "plt.pcolor(X, Y, dataVH, shading = 'auto', cmap='jet')\n",
    "plt.clim(10, 50)\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "EsHV = np.zeros((18, 991))\n",
    "dataHV = np.zeros((18, 991))\n",
    "\n",
    "for num, T in enumerate(Ts):\n",
    "    filename = f'HV{T}.txt'\n",
    "    data = pd.read_csv(filename, delim_whitespace=True, header=None).values\n",
    "    ax.plot(data[260:, 0], data[260:, 1] + 50 * num, '.-', color=(num / 20, 0, 0))\n",
    "    dataHV[num, :] = data[260:260 + 991, 1] * Rcoeffs[1]\n",
    "    EsHV[num, :] = data[260:260 + 991, 0]\n",
    "    ax.set_ylim(20, 1000)\n",
    "    ax.set_title('HV')\n",
    "\n",
    "plt.figure()\n",
    "X, Y = np.meshgrid(EsHV[0, :], Ts)\n",
    "plt.pcolor(X, Y, dataHV, shading = 'auto', cmap='jet')\n",
    "plt.clim(10, 200)\n",
    "plt.colorbar()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dd642daf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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y5QBs27aNkpIS/vCHP1BUVERRURHPP/88f//739m+fbsfTltEQpZrCrxViyCeqbdmgolEqi4FoLvvvptrr72WcePGeewvKyujoqKCCRMmuPclJiYyZswYVq1aBcD69etpbGz0KJOXl0dhYaG7zOrVq7Hb7YwcOdJdZtSoUdjtdneZlurr66murvb4EZEwc+II1B4xb2edZ21dAHqfqoPWAhKJOHG+PmDx4sVs2LCBdevWtbqvoqICgJycHI/9OTk57Nq1y10mISHBo+XIVcb1+IqKCrKzs1sdPzs7212mpblz5zJ79mxfT0dEQsnhr8xteh9ISLG2LnA6hKkLTCTi+NQCtGfPHu6//34WLVpEUlJSu+VsNpvHvw3DaLWvpZZl2irf0XEee+wxnE6n+2fPnj0dPp+IhCBXAMrsb209XLIGmFu1AIlEHJ8C0Pr166msrGT48OHExcURFxfHihUr+K//+i/i4uLcLT8tW2kqKyvd9zkcDhoaGqiqquqwzIEDB1o9/8GDB1u1LrkkJiaSnp7u8SMiYcYdgM61th4urhagIzug6aS1dRERv/IpAI0dO5ZNmzZRWlrq/hkxYgTf//73KS0t5ZxzzsHhcLBs2TL3YxoaGlixYgWjR48GYPjw4cTHx3uUKS8vZ/Pmze4yRUVFOJ1O1q5d6y7zySef4HQ63WVEJAKFWgtQeh+IS4amBji6y+raiIgf+TQGKC0tjcLCQo99qampZGZmuvfPmDGDOXPmMGDAAAYMGMCcOXNISUlh+vTpANjtdm655RYefPBBMjMzycjI4KGHHmLIkCHuQdWDBg1i4sSJ3HrrrTz77LMA3HbbbUyePJmBAy1cGl9EAuvwDnMbKi1AMTGQdS5UbDK7wUIlmIlIt/k8CLozDz/8MLW1tdx1111UVVUxcuRI3nvvPdLS0txl5s+fT1xcHNOmTaO2tpaxY8fy4osvEhsb6y7zyiuvcN9997lni02dOpUFCxb4u7oiEiqam0MvAIHZDVaxyRwIPXCi1bURET+xGYZhWF2JQKiursZut+N0OjUeSCQcOPfC/AsgJg5+VgGx8VbXyPTh4/DhXBhWDNfpS5hIoAXr81vXAhOR0OAa/9Pr7NAJP3DGTDBNhReJJApAIhIaQrH7C07PBDu4HSKzwVwkKikAiUhoCNUAlNEfsEHdUThx2OraiIifKACJSGgItSnwLgkp0DPfvK1uMJGIoQAkIqEh1BZBPJMuiSEScRSARMR6TY1Q9bV5OyPEWoDgjACkS2KIRAoFIBGxXtUuMJogPgXScq2uTWuaCSYScRSARMR6ru6vjP7m6suhRl1gIhEnBN9pRCTqhOoAaBdXAKraBY111tZFRPxCAUhErBfKA6ABUntDkh0wzCvDi0jYUwASEesdCdE1gFxsNsjUOCCRSKIAJCLWC9VFEM/kqtthtQCJRAIFIBGxVsNxqN5n3g7VMUBwum5HdlpbDxHxCwUgEbGWK1AkZ0BKhrV16YgrALnGK4lIWFMAEhFrhfoMMBd3F5gCkEgkiLO6AiIS5UJ9BphLxjnm9sRhqK2C5F7W1kdCTlOzwdqyI1TW1JGdlsQlBRnExtisrpa0QwFIRKzlHgAd4i1AiWnQwwHHKuDwTugz3OoaSQgp2VzO7KVbKXeeXicq157EzCmDmVgYgqubi7rARMRi4dICBBoHJG0q2VzOnYs2eIQfgApnHXcu2kDJ5nKLaiYdUQASEWuFYwDSYohySlOzweylWzHauM+1b/bSrTQ1t1VCrKQAJCLWOXHEHE8Dp8fYhDINhJYW1pYdadXycyYDKHfWsbbsSPAqJV5RABIR67jG/6SfBQmp1tbFGxmuLjC1AImpssa7a8N5W06CRwFIRKwTLlPgXc5cDdpQl4ZAdlqSX8tJ8CgAiYh1wmn8D0BGAWCDhho4Vml1bSQEXFKQQa49ifYmu9swZ4NdUhDCi3xGKQUgEbGOKwBlhEkLUFwi9Mw3b2sgtACxMTZmThkM0CoEuf49c8pgrQcUghSARMQ64XAR1JY0EFpamFiYy9M/uBiH3bOby2FP4ukfXKx1gEKUFkIUEWs0N59uRQmnAJTRH3a8r4HQ4mFiYS7jBzu0EnQYUQASEWvUlEPjCbDFQq9+VtfGe2oBknbExtgo6p9pdTXES+oCExFruAJEr7MhNt7SqvjkzJlgIhK2FIBExBrh2P0FkHlqwcYjO81uPBEJSwpAImKNcBwADWDvCzHx0FQP1Xutro2IdJECkIhYI9wWQXSJjTu1HhDqBhMJYwpAImKNcA1AcMYlMTQQWvyrqdlg9Y7D/K10H6t3HNZFVANIs8BEJPiaGqHqa/N2uHWBwenQphYg8aOSzeXMXrrV4+KqufYkZk4ZrLWEAkAtQCISfEd3Q/NJiEuGtDyra+M7VwDSatDiJyWby7lz0YZWV5avcNZx56INlGwut6hmkUsBSESC78zur5gwfBvSWkDiR03NBrOXbqWtzi7XvtlLt6o7zM/C8J1HRMJeOI//gdMBqGqX2Z0n0g1ry460avk5kwGUO+tYW3YkeJWKAgpAIhJ84XYV+JbSciE+BYwmMwSJdENlTfvhpyvlxDsKQCISfOG6BpCLzaaZYOI32WlJnRfyoZx4RwFIRIIv3AMQnDETTAFIuueSggxy7Um0d9lUG+ZssEsKMoJZrYinACQiwdVw4vQKypEQgDQTTLopNsbGzCmDAVqFINe/Z04ZrCvL+5kCkIgE15Gd5japJ6SE8TfaDK0FJP4zsTCXp39wMQ67ZzeXw57E0z+4WOsABYAWQhSR4Ar3AdAuuiq8+NnEwlzGD3awtuwIlTV1ZKeZ3V5q+QkMBSARCZimZqP1m3nEBKBTLUDVe6GxFuKTra2PRITYGBtF/TOtrkZUUAASkYBob1n/vzo2cRaEfwBKyYQkO9Q5zW69nAusrpGI+EBjgETE7zpa1r+ibIv5j3BdBNHFYyq8usFEwo0CkIj4VWfL+p9tqzDLZYR5AILTrViaCSYSdhSARMSvOlrW384xMm01AHxa3SuY1QoMrQUkErYUgETErzparr/gVOtPuZFBRV1ssKoUOO6ZYDutrYeI+EwBSET8qqPl+gts5QCUNTsiY1n/jHPMrVqARMKOTwHo6aefZujQoaSnp5Oenk5RURH/+Mc/3PcbhsGsWbPIy8sjOTmZK6+8ki1btngco76+nnvvvZesrCxSU1OZOnUqe/fu9ShTVVVFcXExdrsdu91OcXExR48e7fpZikjQdLSsf0GMGYAq48+KjGX9XV1gxyuhrtrauoiIT3wKQH369OHxxx/n008/5dNPP+Xqq6/muuuuc4ecefPm8eSTT7JgwQLWrVuHw+Fg/Pjx1NTUuI8xY8YMlixZwuLFi1m5ciXHjh1j8uTJNDU1uctMnz6d0tJSSkpKKCkpobS0lOLiYj+dsogEUkfL+p9zqgvs/MJhkbG4W5IdUnubtzUQWiSs2AzDaGuyhtcyMjL4zW9+w49+9CPy8vKYMWMGjzzyCGC29uTk5PDEE09w++2343Q66d27Ny+//DI33ngjAPv37yc/P5933nmHa665hm3btjF48GDWrFnDyJEjAVizZg1FRUV8/vnnDBw40Kt6VVdXY7fbcTqdpKend+cURaQL2loH6L3kn3GeUQbfWwwDJ1lYOz964RrYswa+/QIM+Y7VtREJe8H6/O7yGKCmpiYWL17M8ePHKSoqoqysjIqKCiZMmOAuk5iYyJgxY1i1ahUA69evp7Gx0aNMXl4ehYWF7jKrV6/Gbre7ww/AqFGjsNvt7jJtqa+vp7q62uNHRKwzsTCXlY9czZ9uHcV/3nQRf/rxSAbEHTDvDPdFEM/kngqvgdAi4cTnlaA3bdpEUVERdXV19OjRgyVLljB48GB3OMnJyfEon5OTw65duwCoqKggISGBXr16tSpTUVHhLpOdnd3qebOzs91l2jJ37lxmz57t6+mISAB5LOtfvR8aT4AtFnr2s7Zi/pSpgdAi4cjnFqCBAwdSWlrKmjVruPPOO7n55pvZunWr+36bzbNf3zCMVvtaalmmrfKdHeexxx7D6XS6f/bs2ePtKYlIMLhWS+7VD+ISrK2LP+miqCJhyecAlJCQwLnnnsuIESOYO3cuF154If/5n/+Jw+EAaNVKU1lZ6W4VcjgcNDQ0UFVV1WGZAwcOtHregwcPtmpdOlNiYqJ7dprrR0RCSKRcBLWlDC2GKBKOur0OkGEY1NfXU1BQgMPhYNmyZe77GhoaWLFiBaNHjwZg+PDhxMfHe5QpLy9n8+bN7jJFRUU4nU7Wrl3rLvPJJ5/gdDrdZUQkDEVsADrVBVZ3FE4csbQqIuI9n8YA/fSnP2XSpEnk5+dTU1PD4sWL+fDDDykpKcFmszFjxgzmzJnDgAEDGDBgAHPmzCElJYXp06cDYLfbueWWW3jwwQfJzMwkIyODhx56iCFDhjBu3DgABg0axMSJE7n11lt59tlnAbjtttuYPHmy1zPARCQEubqIXIEhUiSkQPpZUL3PDHkpl1hdIxHxgk8B6MCBAxQXF1NeXo7dbmfo0KGUlJQwfvx4AB5++GFqa2u56667qKqqYuTIkbz33nukpaW5jzF//nzi4uKYNm0atbW1jB07lhdffJHY2NPL4r/yyivcd9997tliU6dOZcGCBf44XxGxSqS2AIEZ6qr3mSEvXwFIJBx0ex2gUKV1gERCSNNJ+HUONJ+EGZuhZ77VNfKvpTNg/UK44v/C1T+3ujYiYS3k1wESEfHa0V1m+IlLMruLIo2uCi8SdhSARCTw3ON/+kNMBL7taCq8SNiJwHciEQk57vE//a2tR6C4p8LvgMgcVSAScRSARCTwXBcKjcQB0AC9zgZbDDQeh2Ot1zETkdCjACQigRfJM8DAXNm6Z1/ztsYBiYQFBSARCbzDEd4CBJ7dYCIS8hSARCSwGmvBeerafJE6BgjOuCq8ApBIOFAAEpHAOrLT3CbZISXT2roEUqZagETCiQKQiATWmeN/bDZr6xJICkAiYUUBSEQCK9IHQLu4xgAd2QnNzdbWRUQ6pQAkIoEVDQOgwZwFFhMPTfVQvdfq2ohIJxSARCSwIn0RRJeYWMgoMG9rKrxIyFMAEpHAipYWINAlMUTCiAKQiARObRWcOGTezojwFiCAjHPMrWvmm4iELAUgEQkcV0tIDwck9rC2LsGgq8KLhA0FIBEJHFcQyBpgbT2CRV1gImFDAUhEAufQl+Y2Gsb/wOluvqqvoanR0qqISMcUgEQkcKJlDSCXtFyITwGjCY7utro2ItIBBSARCZxo6wKLiTk9EFrjgERCmgKQiARGc3N0TYF30SUxRMKCApCIBEb1PjhZCzFx0LOf1bUJHvclMRSAREKZApCIBMbhUwOgexVAbJy1dQkm90wwdYGJhDIFIBEJDFcXULSM/3Fxd4FpMUSRUKYAJCKBEW1T4F1cXWDOPdBYZ21dRKRdCkAiEhjRNgXeJTULEu2AAVVlVtdGRNqhACQigeEaAxRtXWA2G2RqKrxIqFMAEhH/a6yDo3vM29HWAgS6JIZIGFAAEhH/O7ITMMyuoNTeVtcm+DQVXiTkKQCJiP+5x//0N7uEoo1agERCngKQiPhftI7/cXGPAVIAEglVCkAi4n+HXC1AURqAXF1gxyqgvsbauohImxSARMT/zuwCi0bJPSEly7ytViCRkKQAJCL+F+1dYABZ55lb14KQIhJSFIBExL9OHIHaKvN2xjnW1sVKrvB36Atr6yEibVIAEhH/crV4pPeBhFRr62IldwuQApBIKFIAEhH/ivbxPy69B5pbBSCRkKQAJCL+pfE/Jtf5H/4KmpusrYuItKIAJCL+Fa0XQW3Jng9xSdDUAEd3WV0bEWlBAUhE/Cva1wByiYk9/TvQTDCRkKMAJCL+03TydAtQtHeBwenfwcHt1tZDRFpRABIR/6n6GpobIT7F7AKKdpoJJhKyFIBExH8OnWrpyDwXYvT2cnotIHWBiYQavUOJiP+4unpcU8CjnXsq/HYwDGvrIiIeFIBExH9cXT1ZCkDAqYui2syVsU8ctro2InIGBSAR8R93C9B51tYjVCSkQM9TY6E0DkgkpCgAiYh/GMbpsS5qATotSytCi4QiBSAR8Y/q/dBQA7bY6L4IakuumWAHFYBEQokCkIj4h2sGWMY5EJdgbV1Cia4KLxKSFIBExD9cLRyaAeZJawGJhCSfAtDcuXP5xje+QVpaGtnZ2Vx//fVs3+65wqlhGMyaNYu8vDySk5O58sor2bJli0eZ+vp67r33XrKyskhNTWXq1Kns3bvXo0xVVRXFxcXY7XbsdjvFxcUcPXq0a2cpIoHnagHK0gBoD65AeHQ3NNZaWxcRcfMpAK1YsYK7776bNWvWsGzZMk6ePMmECRM4fvy4u8y8efN48sknWbBgAevWrcPhcDB+/HhqamrcZWbMmMGSJUtYvHgxK1eu5NixY0yePJmmptNXTJ4+fTqlpaWUlJRQUlJCaWkpxcXFfjhlEQkItQC1LSUTknsBxunLhIiI9YxuqKysNABjxYoVhmEYRnNzs+FwOIzHH3/cXaaurs6w2+3GM888YxiGYRw9etSIj483Fi9e7C6zb98+IyYmxigpKTEMwzC2bt1qAMaaNWvcZVavXm0Axueff+5V3ZxOpwEYTqezO6coIt6a198wZqYbxt71Vtck9PxhvPm72fRXq2siEvKC9fndrTFATqcTgIyMDADKysqoqKhgwoQJ7jKJiYmMGTOGVatWAbB+/XoaGxs9yuTl5VFYWOgus3r1aux2OyNHjnSXGTVqFHa73V2mpfr6eqqrqz1+RCRIThyB4wfN2+oCa02XxBAJOV0OQIZh8MADD3DZZZdRWFgIQEVFBQA5OTkeZXNyctz3VVRUkJCQQK9evTosk52d3eo5s7Oz3WVamjt3rnu8kN1uJz9fF2IUCRrXAN/0PpDYw9q6hCLXWkAHP7e2HiLi1uUAdM899/DZZ5/xpz/9qdV9NpvN49+GYbTa11LLMm2V7+g4jz32GE6n0/2zZ88eb05DRPxBK0B3LHuQua1UABIJFV0KQPfeey9vvfUWH3zwAX369HHvdzgcAK1aaSorK92tQg6Hg4aGBqqqqjosc+DAgVbPe/DgwVatSy6JiYmkp6d7/IhIkOgaYB3rfb65PfwlnGywti4iAvgYgAzD4J577uGNN97g/fffp6CgwOP+goICHA4Hy5Ytc+9raGhgxYoVjB49GoDhw4cTHx/vUaa8vJzNmze7yxQVFeF0Olm7dq27zCeffILT6XSXEZEQ4uraUQtQ2+x9ICENmk/CkR1W10ZEgDhfCt999928+uqr/O1vfyMtLc3d0mO320lOTsZmszFjxgzmzJnDgAEDGDBgAHPmzCElJYXp06e7y95yyy08+OCDZGZmkpGRwUMPPcSQIUMYN24cAIMGDWLixInceuutPPvsswDcdtttTJ48mYED9Q1TJOQcVAtQh2w2yD4f9q6Dyq2nu8RExDI+BaCnn34agCuvvNJj/8KFC/nhD38IwMMPP0xtbS133XUXVVVVjBw5kvfee4+0tDR3+fnz5xMXF8e0adOora1l7NixvPjii8TGxrrLvPLKK9x3333u2WJTp05lwYIFXTlHEQmkumpw7jZv64O9fdmDTgUgjQMSCQU2wzAMqysRCNXV1djtdpxOp8YDiQTSnrXwwnhIy4UH9eHerjVPQ8mjcP5kuOkVq2sjErKC9fntUwuQiEgrlVvNrVp/OuYaCK2p8D5pajZYW3aEypo6stOSuKQgg9iYjmcVi3hDAUhEuqdym7nNHmxtPUKd6/dzZKd5TbD4ZGvrEwZKNpcze+lWyp117n259iRmThnMxMJcC2smkUBXgxeR7nG3ACkAdahHNiRngNGsK8N7oWRzOXcu2uARfgAqnHXcuWgDJZvLLaqZRAoFIBHpngPqAvOKzaYFEb3U1Gwwe+lW2hqg6to3e+lWmpojcgirBIkCkIh03bGDcOIQYDs9xkXa5w5AW62tR4hbW3akVcvPmQyg3FnH2rIjwauURBwFIBHpOtcHeUYBJKRYW5dw4A5A26ytR4irrGk//HSlnEhbFIBEpOs0ANo3vU8FoIMKQB3JTkvyazmRtmgWmIh0XeUWc6vxP95x/Z6O7ob6GkhM67h8lLqkIINcexIVzro2xwHZAIfdnBIfLJqOH3kUgESk69wtQApAXknJgB4OOFYBB7dDnxFW1ygkxcbYmDllMHcu2oANPEKQK3LMnDI4aAFE0/Ejk7rARKRrDOOMAHSBtXUJJ9mnBotrHFCHJhbm8vQPLsZh9+zmctiTePoHF3sEj6Zmg9U7DvO30n2s3nHYr7PDNB0/cqkFSES6xrkHGo5BTDxk9re6NuEjezDs/FAzwbwwsTCX8YMdHXY9BbJ1prPp+DbM6fjjBzvUHRaGFIBEpGtc6/9knQex8dbWJZy4Bowf2GJtPUJEZ2NrYmNsFPXPbPOxrtaZlgHF1TrTsqXIV75Mx2+vjhK6FIBEpGt0DbCucRSa24pNZjeiLXpbDrrTehOM1hlNx49sGgMkIl3jasHI0RR4n/QeBLZYqD0CNdE7fqS7Y2uCsViipuNHNgUgEemaik3m1jHU2nqEm/gk6D3QvO36HUYZf1zqIhitM67p+O21H9kwW6yCOR1f/EcBSER813ACDn9p3nYMsbYu4SjH1Q32mbX1sIg/Wm+C0Trjmo4PtApBVkzHF/9SABIR31VuM69qntobeuRYXZvw4wqNFZutrYdF/NF6E6zWGV+m40t40SBoEfGdq+XCMTSqB/F22ZkDoaOQP1pvgrlYojfT8SX8KACJiO/c43/U/dUlOad+b0d2Qv0xSOxhbX2CzF+XunC1zrScSeZoMZPMH5ex6Gg6voQnBSAR8Z27BUgBqEt69Ia0XHMWWOVWyL/E6hoFlT9bbzprndFlLKQ9GgMkIr5pbjo9BV4zwLouygdC+3Nsjat15rqLzqKof6ZH+NFlLKQ9agESEd8c2QmNJyAuWZfA6A7HEPhqWdSOA4LAjq3RZSykMwpAIuIbV4tFzgU0EcPaHYc1MLQronwmmEugxtboMhbSGQUgEfHNqRaL3Yn9ufGJ9zW2oqtcAejAFrNbMSbW2vpEGF3GQjqjMUAi4ptTAeiZ7T00tqI7Ms6B+BQ4WQuHd1hdm4ijy1hIZxSARMQnxqkAtLW5X+v7Tm07u4yBYLb45Fxg3o7SgdCB5OtCiU3NBqt3HOZvpftYveOw/n6jgLrARMR7NRXYjh2gybCx3ejTZhGNrejYmWvSjEwZiIN1sH8jDPmO1VWLKL5MtddU+eikFiAR8d7+jQB8afShlo67DjS2orWSzeVc9sT7fO/5Ndy/uJTfbkkF4MiXn1hcs8jkzVR7TZWPXmoBEhHv7dsAwKbmgk6LamyFJ9cH7ZktEZ81nwNAwsFNlGzay8QhbbeqSdd1NNVeU+Wjm1qARMR7+80A9HXSwIBfhDKStPdB+5VxFieMRHrY6njxrf/VuJMAaW+hRH9clV7ClwKQiHjHMNxdYJddMR6gVQjy90UoI0V7H7TNxLDZOBuAvONb9UEbZJoqH90UgETEO0d3w4nDEBNP0egr/XYZg2jQ0QeoqxtsSEyZPmiDTFPlo5vGAImId061/pAzGOISA3oZg0jT0QeoKwBdGLODen3QBpW/rkov4UkBSES8c2r8D3kXu3cF6jIGkaajD9rPDDMAXRCzm7i+acGvXBTz51XpJfyoC0xEvONqAcobZm09wpDrgxZaj5vabeRQbaSQSAOxhz4PfuUCKBwWF/TnVeklvKgFSEQ619wM+0vN22dd3GFRaZvrg7blgns59hQa7BdC5WozZOYOtbCW/hNOiwuqOzc6KQCJSOeO7ID6aohLgt7nW12bsNXuB+3/fnQqAG2A4TdbXc1ua2vNIzi9uGAotqyoOzf6KACJSOf2rTe3jqEQG29tXcJcmx+0rlY11+85jGlxQQkXGgMkIp3bc+pSDfmXWFuPSHXWCHN7YCvUH7O2Lt2kxQUlXCgAiUjn9qw1twpAgWE/C9L7gNF0erZdmNLighIuFIBEpGN11VC51bzdRwEoYFzhck94XxhViwtKuFAAEpGO7VsPRjP07AvpoTVwNaLkjzS3rta2MOVa80jXipNQpwAkIh1zfSCr9Sew3C1Aa81lB8JUR2seaXFBCSUKQCLSsb2u8T8jra1HpHMMgbhkqDvKxtJPQ3rxwM5ocUEJB5oGLyLta26GPevM2xoAHVix8RzpeQEZhz7l1df/wl+argRCd/HAzmhxQQl1agESkfYd2g71TohPgZxCq2sT0Uo2l7O4Ig+A4bYv3PtdiweWbC63qmpd5lrz6LqLzqKof6bCj4QUBSARaZ9r/M9ZwyFWDcaB4lo8cH3zAACGx3zpvs/VATZ76daw7A4TCVUKQCLSvt2rza26vwLKtXjghlMBaEDMPnpS475fiweK+J8CkIi0zTDg65Xm7bMvs7YuEc61KGAV6XzRfBYAI2NaXxleiweK+I/PAeijjz5iypQp5OXlYbPZePPNNz3uNwyDWbNmkZeXR3JyMldeeSVbtmzxKFNfX8+9995LVlYWqampTJ06lb1793qUqaqqori4GLvdjt1up7i4mKNHj/p8giLSRUd3gXMPxMRpBliAnbko4Jpmcwr5qJitHZYTke7xOQAdP36cCy+8kAULFrR5/7x583jyySdZsGAB69atw+FwMH78eGpqTjfnzpgxgyVLlrB48WJWrlzJsWPHmDx5Mk1NTe4y06dPp7S0lJKSEkpKSigtLaW4uLgLpygiXeJq/TlrOCSkWluXCHfm4oFrmgcBngFIiweK+J/PoxonTZrEpEmT2rzPMAyeeuopfvazn3HDDTcA8NJLL5GTk8Orr77K7bffjtPp5IUXXuDll19m3LhxACxatIj8/HyWL1/ONddcw7Zt2ygpKWHNmjWMHGl+83z++ecpKipi+/btDBw4sKvnKyLeUvdX0LgWD7xz0QbWngpAg2L20ItqjpIOaPFAEX/z6xigsrIyKioqmDBhgntfYmIiY8aMYdWqVQCsX7+exsZGjzJ5eXkUFha6y6xevRq73e4OPwCjRo3Cbre7y7RUX19PdXW1x4+IdJHG/wSda/HAeHsO25v7AOY4IC0eKBIYfg1AFRUVAOTk5Hjsz8nJcd9XUVFBQkICvXr16rBMdnZ2q+NnZ2e7y7Q0d+5c93ghu91Ofn5+t89HJGpp/I8lJhbmsvKRq7EPugqAmUOOsPKRqxV+RAIgILPAbDbPZlrDMFrta6llmbbKd3Scxx57DKfT6f7Zs2dPF2ouIoDG/1goNsaG48LxAORWfapuL2mlqdlg9Y7DYX25lFDg15XNHA4HYLbg5Oae/sZSWVnpbhVyOBw0NDRQVVXl0QpUWVnJ6NGj3WUOHDjQ6vgHDx5s1brkkpiYSGJiot/ORSSqqfvLWv0uNbeVW+H4IUjNsrY+EjJKNpcze+lWyp2nl0QI18ulWM2vLUAFBQU4HA6WLVvm3tfQ0MCKFSvc4Wb48OHEx8d7lCkvL2fz5s3uMkVFRTidTtauXesu88knn+B0Ot1lRCRADAN2fgjA1sQL9S3TCqlZkG1Oh6dshbV1kZBRsrmcOxdt8Ag/EN6XS7GSzy1Ax44d46uvvnL/u6ysjNLSUjIyMujbty8zZsxgzpw5DBgwgAEDBjBnzhxSUlKYPn06AHa7nVtuuYUHH3yQzMxMMjIyeOihhxgyZIh7VtigQYOYOHEit956K88++ywAt912G5MnT9YMMJFAq9wKNeXUkcC3/t5MPaWAvmUGXf+rzdfiq/eh8NtW10Ys5rpcSltfQwzMpRJmL93K+MEOdZt6yecWoE8//ZRhw4YxbNgwAB544AGGDRvGL37xCwAefvhhZsyYwV133cWIESPYt28f7733Hmlpae5jzJ8/n+uvv55p06Zx6aWXkpKSwtKlS4mNjXWXeeWVVxgyZAgTJkxgwoQJDB06lJdffrm75ysinfh85RIAVjcNop4E9359ywyyc8ea26+Wm61yEtVcl0tpjy6X4jubYUTm/6zq6mrsdjtOp5P09HSrqyMSFpqaDdb/xxVcYnzG7MZiFjZ5rvllAxz2JFY+crW+ZQZaYx08cTacrIU7PgZHodU1Egv9rXQf9y8u7bTcf950EddddFbgKxRAwfr81rXARMTt0y/3cWHzNgA+ah7a6n59ywyi+CQouNy8/dVya+silvP2Mii6XIr3FIBExK3563+SaGtkr5HFDiOv3XK6KGeQnGuOi1QAkjMvl9IWXS7FdwpAIuJ2dtUaAD5qGgrtvtXqW2bQuALQ7jVQX9NxWQtoPZrgcV0uBVr/z3T9W5dL8Y1f1wESkTBmGDgOmFOu2+r+gtNjgPQtM0gy+0OvAqgqg7J/wvnftLpGblqPJvhcl0tp+Xt36PfeJQpAImI6+Dm2qjKaYhL4Z/NQbOAx5VbfMi1y7jhY9zx8URIyAci1Hk3L9h7XTEFduyxwJhbmMn6wg7VlR6isqSM7zfxCov+TvlMXmIiYPn8bgNj+V/G7H4zGYffs5tJFOS0y8NRMvO3/gOYmwNqup87WowFzPRp1hwVObIyNov6ZXHfRWRT1z1T46SK1AImI6VQA4vxv6ltmKDn7cki0w/FK2LuOkup+lnY9+bIeTVH/zIDXR6Sr1AIkIlBdDvs3ADY4z2xx0LfMEBGXAOddA0DZytcsvxSCtzMANVNQQp0CkIjA9nfMbZ8RkNb2BYfFQudfC0D8F+9gtNH51LLrKZBdZFqPRiKFusBEBLYtNbcDQ2OQrbRw7jiaYxLo01zBQNsetht9WxVxdT0teP8rFq/bHbAuMtd6NBXOujbHAWmmoIQLtQCJRLtjB6HsI/P24OusrYu0LbEHB7IvBWBS7NoOi85f/kVAu8i0Ho1ECgUgkWi39U0wmiBvmLnujISkY/0nAzA1ZhW02fbSPn/PznKtR6OZghLO1AUmEu02/dXcFn7H2npIh865bBp1Hz/GOTEVDLXt5DPDt7Dq79lZmiko4U4BSCSaHd0De9YANii8weraSAdik9OpzB9H7p53uD72Yz47eToAtVy0siOu2VlNzUa3w4trpqBIOFIAEolmm183t/0uhfT2L34qoSH3spvhT+9wXdwafnXyBzSfGsXgsCdx0zfymb/8y06PkZ2WpMtYiKAAJBK9DAP+tdi8PeTb1tZFvHPuWEjOILP2CH+/tokv0y52t94ALF63p9PZWVXHG7j7VV3GQkSDoEWi1d51cHAbxCXDBer+Cgux8XDBtwAYfGCpxyKV3szO+vdrB/Efb+syFiKgACQSvTa8ZG4vuB6Se1pZE/HFxf9mbre9BccPe9zV2eysXqmJXl/GwsrrjYkEg7rARKJRXTXG5jewAf9M/yZxOw5rBk+4yLsIci+C8lIofQUuvc/j7o5mZ/2tdJ9XT7FsawUP/LlUY4QkoqkFSCQKbX5vIbbGE3zVnEfxshi+9/waLnvi/aBcS0r8YMT/MbfrXzTHcrXQ3nXcvL08xf/7+GtLrzcmEgwKQCJRpmTTfmI+fQGA15quxDVCRB9wYaTwO5DQA47sgK//6fXDXJex6Kidr71GQI0RkkijACQSRZqaDd5+6zUGx+zihJHIn5uudN+nD7gwktgDhk4zb6952uuHeTNQuqOX/swxQiLhTgFIJIqsLTvCt+reBODPTWNw0sPjfn3AhZFRdwE22P4OHPzC64d1NFD6lkvP9uoYrsUURcKZBkGLRJET+7cwNraUZsPGwqaJ7ZbTB1wYyBoAA78J29+GVf8F1y3w+qHtDZReW3aEFz7+utPHezuWSKzhj1W+o4ECkEgUKdz1MgDLmoezy3C0W04fcGHi0vvNAPTZa3D1zyGt/de0pbYuY+EaI9TZYoquhRcl9GiVb++pC0wkWhzZSfYO89IXz52c3GYRG+abpT7gwkTfkZA/EpoaYNV/d/tw3owRmjllsFoTQlTJ5nLuXLRBM/i8pAAkEoHaXMTuo99iM5o4mHMZG4zz9AEXKa542NyufR6c3q3z05HOFlNUK0Joamo2mL1Uq3z7Ql1gIhGmrSbwb6Qd4bWTi4kBek+ZzdNHz2pVxqFm8vB07ljoOxp2r4KPfgNTnur2ITtaTFFC09qyI16v8t2y6zNaKQCJRBBXE3jL73g/rnuRmNgmKh1jyO4zgol90AdcpLDZYOwvYOFE2PgyjL4XMvt3+7BtjRGS0OXtxAVNcDhNXWAiEaK9JvCimC1cE/spJ40Y7j98g7sJvL3VgiUM9SuCAROg+SS8+zOrayMW8HbigiY4nKYAJBIh2moCj6WJX8T9EYBFTeNYXdNba/xEqgm/gph4+OIf8Pk7VtdGgqyzVb41waE1BSCRCNFW0/atsW8zKGYPR41Unjr57XbLSQToPRCK7jZv/+MRaDhhbX0kqDSDz3cKQCJhqK1ZXi2bts+x7ecncea09/9oLOYoaYCawCPamIchvQ84d8P7/2F1bSTIfJnB1+ZM0SijQdAiIaazVVzbW+js368d5F7ELpaT/Db+GRJtjXzYdCGvN1+uReyiQUIqTJ4Pr34X1vweBoyH/ldbXSsJIm9m8GmxRJPNMIyIjH3V1dXY7XacTifp6elWV0fEK529MbU3y8v11nbbFQU891EZj8T9iTvillJtJDOx/gnKyQLQOi7R4u8PwKcvQA8H3LkKUjWbS0ydvYeEwntEsD6/1QUmEiI6W8X1nc/2d7rQ2Vv/KucvVzm5I24pAA833s5+srSIXbSZ8CvIOg+OVcBf/w80NVpdIwkBviyWGA1dZOoCEwmytrq4gA7fmGzAz/+2mSPH2/8gM4CM6s8Ztu7XAJQP/DcmDbqNm7XGT/RJSIHvvggvTICyFVDyGFz7W6trJRbzdrHEBe9/xeJ1uyO+i0wBSCSI2uviuukb+Z2+MXUUfgDyOMT/S5hH7MnjUDCG3O/+juviEvxVdQk3ORfADc/B4u/DuuehZ1+49D6rayUW8nYG6PzlX7Ta52qJjqSWZAUgCajOBvRGmo7Ot72+9wpnHfOXf9mt5z2Lg7ya8GtybEc5YT+PlGl/BIUfOf9aGDcLls+EZf8OsQkw6g6rayUW6c4MUFdL9OylWxk/2EFsjM0v7+9tHSNY3W0KQBEqUH+Yvhwj3GYadHa+XZ2dNXPKYMYPdnTa9+6NjNQEqo43eDymn62CVxLm0Md2iL3kkPvDNyC5pw9HlYh22QxoOA4fzYOSR6DxBFz2E/MSGhJVXIslVjjrfHrfcTnzemLO2oZO39+7+p55/eBeXT1Fn2gWmJ9190PUH8/hbfDorLWiO8fwZaZBKLQSeTP7qjuzs2aMG9CtVh7XFPZ/v3Ywd7+6ATDfjC6N2cT/xP8XPW3H2dmcy64pi7nqGxd1+XkkQhkG/O8vYeWT5r8v/jf45u/UShiFXO9V4Pnly4b3X8Z+dOnZLPz46w7f34Euv2c21Z9gz1PTAv75rQDkR939EHXpTjDxNnh0dBygW8f492sH8R9vb2t3TIvrw3zlI1ezbGtFt79FeFumPd5OLW/v/v+ZPqzT87Unx3O01ruZOC3fiNr6vf/qrU1cd/wv/CTur8TZmtlsG0Dltf+Pq0cM9eo5JEp98pzZCmQ0Q94w+PYLfrlwqoSXjsYievNFLSM1gSPHG9q8zwbYU+Jxnmjs8ntmswJQ9wQiAHVlfIe3H6L+CCbefBCf2YrQ1nEMoGdKPEdPtP1h7e0xvPGTcefx1PIvuvUtArxrrWrvtWtqNrjsifc7HIAcY4P2uqRtQK/U+E4HKHvrJ+PO63z2RcVmjKX3Y9v3KQCV53ybzJv+h9iEZL/UQSLcF+/CG7dB3VFI6AFXPgYjb4fYeKtrJkHU3mzUy554v90uMn+833lzDAWgbupKAOpqy8v4wY5uf4j6I5h4+4fZUXr3lj+O0bODVhFvvkW4AlJnrVXQfoiyJyfwvefXdOs8vNUzOR5nbevzAc9WMaDtv8Pq/fDBHNi4CDAg0Q7fnAdDb9R4DvGNcy+8cTvsWmn+O2sgjP0FDPwmxGh5uGjWURcZmN1fL3z8dUDroADUTb4GoO60vHR3fIeLP0JFtLABOemJgI2K6g66njoJUcH4z+ziavGCjru4PBgGlJfCmmdg81+h+aS5/4JvmYvd2fsEutoSqZqboXQRLJ8FJw6b+7IHw6i74ILrITHNytqJhTr6PAzGl0YFoG7yJQB11H3lTcuLL+M7JHR+Z/7svmprdtaZz+PLmCeam6HiM/jyPdj0Fzh0xpoc/S6FsTOh78hu11kEgNoq+Pi/YN0foL7a3BefCoOnwnkTof9VkGS3to4SdJ0NG+jqTDKXjt4zjfoT7FYA6jpvA5A3Y0DCSWcfxMHov21Zvq3WDn+1mvlDR78zMLsvDaPtsU3tzc46837oZNZb75PEVm6Cik2wbwN8vRJqj5w+SFwSnD8Ziu6Cs4Z382xF2lF7FNYvNLtYD391en9MHORdDH1GmH9/jiHQq0AzyKJYZzPJerbT8u4q09l7ZrMCUPd4G4BW7zjsl+a8jsZ3QOcfov4IJt58ELsGSnc0yM3VbdSdY7jq8h9vdzxuqrvfIvzBNaUT2j5f1wD29u5/+gcXM/ECB+9u2sO8v39GVXUNiTSSaGvg7B7N3D0qg2/kxJjftGur4FglOPfA0T3g3A11ztaVSkiDsy+FQVNh0BRI0gV9JUgMA/ashW1vma2Qh1qvCowtBuz55gyytFxI7Q09cqBHttlalNADEnuc2qZDfLI5yDomTuPVIoQ3w0ag8xmtbR3joavy+U7RQAWgrnIHoCdHkp58xnqPLc7WWdvAvqN12HxYoq6t/75ZPRI4fKy+jbLmMXqdamVo7xgOexKHjtXT1NTc7jFiYmw0tzGS2nWsnPREUhPjOF7fyOHjDZxsOl02PtZGRmoCqQmxHG9oovLUuJm2zqV3WiI2DI4cb/BYkTMuxkav1HhS4mM50djEoZr6do+R2SOBlPhYDAzqTzbT3GwQE2MjMc6G7dQjahubzhjz1Pq8zNDY/vnGnrrhOs22X8O2959Z554p8TQbcKyu0eP5Ymw2eiTGkRgXQ/3JJo7Xn6TpjPtjbdAj3kaC0QBN9ebU4i6xQdYAyCk0v133uxTOulizciQ0VH0Nuz+Bfeth36dwcDs0HOv68WLiT4WhU1tXMMJ26j+m7VRIOnMb08a+ltvunqj4ygBO1DfR2NxMfEwMKYmx7pehuu4kFc46Gs/4TIuPjcFhTyI9Ka7DY9TUnsT+wCcKQL///e/5zW9+Q3l5ORdccAFPPfUUl19+eaePcwegR9NIT9T/DAmy2ASITTQHkib3OvXT0/xJyYKe+WDva2579jMvXikSDgwDjh2Awzugqsy8fezgqW2lOY6o4RjUHzO3jSesrrGEmep6A/vjNdEdgF577TWKi4v5/e9/z6WXXsqzzz7LH/7wB7Zu3Urfvn07fKw7AG14k/S01Bb3nrEyswEP/LmUI8fb774yW1XM2TcGYJx6vOso948dcGoNBRtNhsHn5TUcrW2gZ3IC5+emt1oJ+vOKGqpONNIrJYHzc9OIdTUJ22x8UnaYl1bt4vCx061FGT0S+OHosxlZkHmqzgbbymuoOtFAr5QEBnk8Rxthr50m5yYDtu6vdh9ncF46sW1OgW0nQNrMAXHmMerplZLI4LPsp8+n00PY3PXYst9J1fEGeqUmcEFeT2JPVWPVjkM891EZB8/4fWT1SOD2K85hdP8ssNn4+KtDPPfRTg6dKmMAWT0SuX3MOQD8+u1tp/bbWjwz/PTawVx2blab5+bVScTEmmN04pIgLtH8iU3UVGIRl6aTcLIOmhuhyfXTYM5odN9uAgwzXLW5be7gvlNbiRjVNcexX3x9dAegkSNHcvHFF/P000+79w0aNIjrr7+euXPndvjYrswCg/b7K6HzBfn8JRQuDRFKursSdLhdk0xEJJoF60oOIRuAGhoaSElJ4S9/+Qvf+ta33Pvvv/9+SktLWbFihUf5+vp66utPj8Gprq4mPz/fL+sAhdI1q6Rr9NqJiISHYAWgkL0a/KFDh2hqaiInJ8djf05ODhUVFa3Kz507l9mzZ3f5+SYW5jJ+sKPDD8nYGBtF/TO7/BxiHb12IiJyppANQC62FmMxDMNotQ/gscce44EHHnD/29UC5At9SIqIiESHkA1AWVlZxMbGtmrtqaysbNUqBJCYmEhiYmKwqiciIiJhLGSnqiQkJDB8+HCWLVvmsX/ZsmWMHj3aolqJiIhIJAjZFiCABx54gOLiYkaMGEFRURHPPfccu3fv5o477rC6aiIiIhLGQjoA3XjjjRw+fJhf/vKXlJeXU1hYyDvvvEO/fv2srpqIiIiEsZCdBt9dwZpGJyIiIv4TrM/vkB0DJCIiIhIoCkAiIiISdRSAREREJOooAImIiEjUUQASERGRqKMAJCIiIlFHAUhERESijgKQiIiIRB0FIBEREYk6IX0pjO5wLXBdXV1tcU1ERETEW67P7UBfqCJiA9Dhw4cByM/Pt7gmIiIi4qvDhw9jt9sDdvyIDUAZGRkA7N69O6C/wFBTXV1Nfn4+e/bsiaproOm8dd7RQOet844GTqeTvn37uj/HAyViA1BMjDm8yW63R9Ufjkt6errOO4rovKOLzju6ROt5uz7HA3b8gB5dREREJAQpAImIiEjUidgAlJiYyMyZM0lMTLS6KkGl89Z5RwOdt847Gui8A3veNiPQ88xEREREQkzEtgCJiIiItEcBSERERKKOApCIiIhEHQUgERERiTphG4B+/etfM3r0aFJSUujZs2ebZXbv3s2UKVNITU0lKyuL++67j4aGhg6PW19fz7333ktWVhapqalMnTqVvXv3BuAM/OPDDz/EZrO1+bNu3bp2H/fDH/6wVflRo0YFsebdd/bZZ7c6h0cffbTDxxiGwaxZs8jLyyM5OZkrr7ySLVu2BKnG3ff1119zyy23UFBQQHJyMv3792fmzJmd/l2H4+v9+9//noKCApKSkhg+fDj//Oc/Oyy/YsUKhg8fTlJSEueccw7PPPNMkGrqH3PnzuUb3/gGaWlpZGdnc/3117N9+/YOH9Pe///PP/88SLXuvlmzZrWqv8Ph6PAx4f5aQ9vvXzabjbvvvrvN8uH6Wn/00UdMmTKFvLw8bDYbb775psf9XX1Pfv311xk8eDCJiYkMHjyYJUuW+Fy3sA1ADQ0NfPe73+XOO+9s8/6mpiauvfZajh8/zsqVK1m8eDGvv/46Dz74YIfHnTFjBkuWLGHx4sWsXLmSY8eOMXnyZJqamgJxGt02evRoysvLPX5+/OMfc/bZZzNixIgOHztx4kSPx73zzjtBqrX//PKXv/Q4h5///Ocdlp83bx5PPvkkCxYsYN26dTgcDsaPH09NTU2Qatw9n3/+Oc3NzTz77LNs2bKF+fPn88wzz/DTn/6008eG0+v92muvMWPGDH72s5+xceNGLr/8ciZNmsTu3bvbLF9WVsY3v/lNLr/8cjZu3MhPf/pT7rvvPl5//fUg17zrVqxYwd13382aNWtYtmwZJ0+eZMKECRw/frzTx27fvt3jtR0wYEAQauw/F1xwgUf9N23a1G7ZSHitAdatW+dxzsuWLQPgu9/9boePC7fX+vjx41x44YUsWLCgzfu78p68evVqbrzxRoqLi/nXv/5FcXEx06ZN45NPPvGtckaYW7hwoWG321vtf+edd4yYmBhj37597n1/+tOfjMTERMPpdLZ5rKNHjxrx8fHG4sWL3fv27dtnxMTEGCUlJX6veyA0NDQY2dnZxi9/+csOy918883GddddF5xKBUi/fv2M+fPne12+ubnZcDgcxuOPP+7eV1dXZ9jtduOZZ54JQA2DY968eUZBQUGHZcLt9b7kkkuMO+64w2Pf+eefbzz66KNtln/44YeN888/32Pf7bffbowaNSpgdQy0yspKAzBWrFjRbpkPPvjAAIyqqqrgVczPZs6caVx44YVel4/E19owDOP+++83+vfvbzQ3N7d5fyS81oCxZMkS97+7+p48bdo0Y+LEiR77rrnmGuOmm27yqT5h2wLUmdWrV1NYWEheXp573zXXXEN9fT3r169v8zHr16+nsbGRCRMmuPfl5eVRWFjIqlWrAl5nf3jrrbc4dOgQP/zhDzst++GHH5Kdnc15553HrbfeSmVlZeAr6GdPPPEEmZmZXHTRRfz617/usCuorKyMiooKj9c3MTGRMWPGhM3r2xan0+nVRQPD5fVuaGhg/fr1Hq8TwIQJE9p9nVavXt2q/DXXXMOnn35KY2NjwOoaSE6nE8Cr13bYsGHk5uYyduxYPvjgg0BXze++/PJL8vLyKCgo4KabbmLnzp3tlo3E17qhoYFFixbxox/9CJvN1mHZcH+tz9TV9+T2/gZ8fR+P2ABUUVFBTk6Ox75evXqRkJBARUVFu49JSEigV69eHvtzcnLafUyoeeGFF7jmmmvIz8/vsNykSZN45ZVXeP/99/nd737HunXruPrqq6mvrw9STbvv/vvvZ/HixXzwwQfcc889PPXUU9x1113tlne9hi3/LsLp9W1px44d/Pd//zd33HFHh+XC6fU+dOgQTU1NPr1Obf1/z8nJ4eTJkxw6dChgdQ0UwzB44IEHuOyyyygsLGy3XG5uLs899xyvv/46b7zxBgMHDmTs2LF89NFHQaxt94wcOZI//vGPvPvuuzz//PNUVFQwevRoDh8+3Gb5SHutAd58802OHj3a4RfXSHitW+rqe3J7fwO+vo+H1NXgZ82axezZszsss27duk7Htri0laQNw+g0YfvjMd3Vld/F3r17effdd/nzn//c6fFvvPFG9+3CwkJGjBhBv379ePvtt7nhhhu6XvFu8uW8f/KTn7j3DR06lF69evGd73zH3SrUnpavpRWvb0tdeb3379/PxIkT+e53v8uPf/zjDh8bqq93R3x9ndoq39b+cHDPPffw2WefsXLlyg7LDRw4kIEDB7r/XVRUxJ49e/jtb3/LFVdcEehq+sWkSZPct4cMGUJRURH9+/fnpZde4oEHHmjzMZH0WoP5xXXSpEkePRYtRcJr3Z6uvCf74308pALQPffcw0033dRhmbPPPturYzkcjlYDoqqqqmhsbGyVHM98TENDA1VVVR6tQJWVlYwePdqr5/WXrvwuFi5cSGZmJlOnTvX5+XJzc+nXrx9ffvmlz4/1p+78DbhmNX311VdtBiDXzJKKigpyc3Pd+ysrK9v9mwgWX897//79XHXVVRQVFfHcc8/5/Hyh8nq3JSsri9jY2Fbf5jp6nRwOR5vl4+LiOgzDoejee+/lrbfe4qOPPqJPnz4+P37UqFEsWrQoADULjtTUVIYMGdLu32YkvdYAu3btYvny5bzxxhs+PzbcX+uuvie39zfg6/t4SAWgrKwssrKy/HKsoqIifv3rX1NeXu7+xb733nskJiYyfPjwNh8zfPhw4uPjWbZsGdOmTQOgvLyczZs3M2/ePL/Uy1u+/i4Mw2DhwoX827/9G/Hx8T4/3+HDh9mzZ4/HH6EVuvM3sHHjRoB2z6GgoACHw8GyZcsYNmwYYPa9r1ixgieeeKJrFfYTX8573759XHXVVQwfPpyFCxcSE+N7T3aovN5tSUhIYPjw4Sxbtoxvfetb7v3Lli3juuuua/MxRUVFLF261GPfe++9x4gRI7r0/8EKhmFw7733smTJEj788EMKCgq6dJyNGzeG5Ovqrfr6erZt28bll1/e5v2R8FqfaeHChWRnZ3Pttdf6/Nhwf627+p5cVFTEsmXLPHoB3nvvPd8bKnwaMh1Cdu3aZWzcuNGYPXu20aNHD2Pjxo3Gxo0bjZqaGsMwDOPkyZNGYWGhMXbsWGPDhg3G8uXLjT59+hj33HOP+xh79+41Bg4caHzyySfufXfccYfRp08fY/ny5caGDRuMq6++2rjwwguNkydPBv0cfbF8+XIDMLZu3drm/QMHDjTeeOMNwzAMo6amxnjwwQeNVatWGWVlZcYHH3xgFBUVGWeddZZRXV0dzGp32apVq4wnn3zS2Lhxo7Fz507jtddeM/Ly8oypU6d6lDvzvA3DMB5//HHDbrcbb7zxhrFp0ybje9/7npGbmxs2571v3z7j3HPPNa6++mpj7969Rnl5ufvnTOH+ei9evNiIj483XnjhBWPr1q3GjBkzjNTUVOPrr782DMMwHn30UaO4uNhdfufOnUZKSorxk5/8xNi6davxwgsvGPHx8cZf//pXq07BZ3feeadht9uNDz/80ON1PXHihLtMy/OeP3++sWTJEuOLL74wNm/ebDz66KMGYLz++utWnEKXPPjgg8aHH35o7Ny501izZo0xefJkIy0tLaJfa5empiajb9++xiOPPNLqvkh5rWtqatyfz4D7fXvXrl2GYXj3nlxcXOwxA/Tjjz82YmNjjccff9zYtm2b8fjjjxtxcXHGmjVrfKpb2Aagm2++2QBa/XzwwQfuMrt27TKuvfZaIzk52cjIyDDuueceo66uzn1/WVlZq8fU1tYa99xzj5GRkWEkJycbkydPNnbv3h3EM+ua733ve8bo0aPbvR8wFi5caBiGYZw4ccKYMGGC0bt3byM+Pt7o27evcfPNN4fFebqsX7/eGDlypGG3242kpCRj4MCBxsyZM43jx497lDvzvA3DnHY5c+ZMw+FwGImJicYVV1xhbNq0Kci177qFCxe2+Xff8rtMJLze//M//2P069fPSEhIMC6++GKP6eA333yzMWbMGI/yH374oTFs2DAjISHBOPvss42nn346yDXunvZe1zP/flue9xNPPGH079/fSEpKMnr16mVcdtllxttvvx38ynfDjTfeaOTm5hrx8fFGXl6eccMNNxhbtmxx3x+Jr7XLu+++awDG9u3bW90XKa+1a/p+y5+bb77ZMAzv3pPHjBnjLu/yl7/8xRg4cKARHx9vnH/++V0KgjbDODV6TERERCRKROw0eBEREZH2KACJiIhI1FEAEhERkaijACQiIiJRRwFIREREoo4CkIiIiEQdBSARERGJOgpAIiIiEnUUgERERCTqKACJiIhI1FEAEhERkaijACQiIiJR5/8DuNyfKWQVQyQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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93/+hsLAQr7zyCvr27au0WbFiBVauXInVq1dj9+7dsFqtmDJlCqqqqpQ28+fPx8aNG5GTk4OtW7eiuroa06dPh8PhUNrMnj0b+fn5yM3NRW5uLvLz85Gdnd37PSYibXM0A9VnpOvRKg2ByafDqC6V+kNEgUd44NlnnxXjx4/v9H6n0ymsVqtYvny5clt9fb2wWCxi7dq1QgghKisrRWhoqMjJyVHaFBcXC6PRKHJzc4UQQhQWFgoAYseOHUqb7du3CwDi0KFD3eqrzWYTAITNZvNkF4lIbbZiIRbFCLE4VghHszp9cDRLz78oRojKU+r0gShI+ev726MK0CeffIIxY8bg9ttvR2JiIkaPHo0333xTub+oqAilpaWYOnWqcpvZbMaECROwbds2AMCePXvQ1NTk0iYlJQXp6elKm+3bt8NisWDs2LFKm3HjxsFisSht2mpoaIDdbnf5ISIdkoe/+iQBRpM6fTCaLsw/4mrQRAHJowB09OhRrFmzBsOHD8fnn3+Ohx9+GI8//jj+8Ic/AABKS0sBAElJSS6PS0pKUu4rLS1FWFgYYmNj3bZJTExs9/yJiYlKm7aWLVumzBeyWCwYOHCgJ7tGRFqh9iKIMq4FRBTQPApATqcTV155JZYuXYrRo0fjoYcewpw5c7BmzRqXdgaDweXfQoh2t7XVtk1H7d1t57nnnoPNZlN+Tp482d3dIiItqVJ5DSAZJ0ITBTSPAlBycjJGjBjhctull16KEydOAACsVisAtKvSlJWVKVUhq9WKxsZGVFRUuG1z5syZds9/9uzZdtUlmdlsRkxMjMsPEemQfOi5WmsAyeSJ0KwAEQUkjwLQNddcg8OHD7vc9sMPP2Dw4MEAgNTUVFitVmzevFm5v7GxEXl5ecjKygIAZGRkIDQ01KVNSUkJCgoKlDaZmZmw2WzYtWuX0mbnzp2w2WxKGyIKUFqpAMnPz7WAiAJSiCeNn3zySWRlZWHp0qWYNWsWdu3ahXXr1mHdunUApGGr+fPnY+nSpRg+fDiGDx+OpUuXIjIyErNnzwYAWCwW3H///ViwYAHi4+MRFxeHp59+GiNHjsTkyZMBSFWladOmYc6cOXjjjTcAAA8++CCmT5+OtLQ0b+4/EWmNZipA8mrQHAIjCkQeBaCrrroKGzduxHPPPYcXXngBqampePXVV3H33XcrbZ555hnU1dXh0UcfRUVFBcaOHYtNmzYhOjpaabNq1SqEhIRg1qxZqKurw6RJk/DOO+/AZLpwxMd7772Hxx9/XDlabObMmVi9enVv95eItE4rFSBOgiYKaAYhhFC7E75gt9thsVhgs9k4H4hIT5YOABqrgLnfAgnD1etHxTHgf0YBJjPw/BmgiwM5iMg7/PX9zXOBEZF2NFRJ4QdQvwIkP7+jAag9r25fiMjrGICISDvkQ87NMYC5j7p9CTEDkQnSdQ6DEQUcBiAi0o4q+SzwVnX7IeNEaKKAxQBERNph18gEaBknQhMFLAYgItKOKo0cAi9TAhDXAiIKNB4dBk9E5FNaqwBFywGIQ2DUew6nwK6i8yirqkdidDiuTo2DycijC9XCAERE2iHPtdFMBUg+IzwrQNQ7uQUlWPJpIUps9cptyZZwLJoxAtPSNRL4gwyHwIhIO+ShJs1UgHhCVOq93IISPLJhr0v4AYBSWz0e2bAXuQX8/VIDAxARaYdSAdJIAFKOAmMFiHrG4RRY8mkhOlpxWL5tyaeFcDgDck1iTWMAIiJtcDQD1Wek69EaGQKTK0D1NqCxVt2+kC7tKjrfrvLTmgBQYqvHriIutulvDEBEpA01ZYBwAgYT0CdR7d5Iwi1AaKR0nWsBUQ+UVXUefnrSjryHAYiItEEOGH2SAKPJfVt/MRhazQPiMBh5LjE63KvtyHsYgIhIG+wam/8j42rQ1AtXp8Yh2RKOzg52N0A6Guzq1Dh/dovAAEREWlGlsTWAZKwAUS+YjAYsmjECANqFIPnfi2aM4HpAKmAAIiJtsGtsFWiZshYQK0DUM9PSk7HmnithtbgOc1kt4Vhzz5VcB0glXAiRiLRBqxWgmP7SJStA1AvT0pMxZYSVK0FrCAMQEWmDVitA0awAkXeYjAZkDotXuxvUgkNgRKQNmq0A8YSoRIGIAYiItMGusfOAyZQKUCngdKjbFyLyGgYgIlJfQxXQWCVdj7aq25e2+iQBBiMgHEDNWbV7Q0RewgBEROqTqz9h0YA5Wt2+tGUKAaJaVqbmMBhRwGAAIiL1yScb1doiiDIeCk8UcBiAiEh9do1OgJZFcyI0UaBhACIi9VVp9BB4GStARAGHAYiI1Kf5CpB8OgwGIKJAwQBEROqr0ugh8DLlhKgcAiMKFAxARKQ+eW4NK0BE5CcMQESkPqUCpNEApFSAGICIAgUDEBGpy9EMVJ+RrkdrdAhMrgA12IGGanX7QkRewQBEROqqKQOEEzCYgD6JavemY+ExQFgf6TqrQEQBgQGIiNQlB4o+SYDRpG5f3FHmAXEiNFEgYAAiInXZNT7/R8a1gIgCCgMQEamrSuNrAMli+kuXrAARBQQGICJSl13jq0DLolkBIgokDEBEpC7dVIB4PjCiQMIARETqYgWIiFTAAERE6lIqQFZ1+9GVGK4GTRRIGICISF3KiVC1XgFq6V91qbR4IxHpGgMQEamnoQporJKua/0w+D6J0mKNwikt3khEusYARETqkas/YdGAOVrdvnTFaJIWawQ4DEYUABiAiEg9VfIEaI1Xf2TKYog8EoxI7xiAiEg9dp0cAi+L5kRookDBAERE6qnSySHwMrmfrAAR6R4DEBGphxUgIlIJAxARqUdeA4gVICLyMwYgIlKPvAo0K0BE5GcMQESkHqUCpJMApFSAGICI9I4BiIjU4WgGqs9I17W+CrRMrgA1VgP1dnX7QkS9wgBEROqoKZNWVTaYpFWW9cDcBzDHSNdZBSLSNQYgIlKHHCD6JEmrLOuFPAxm50RoIj1jACIiddh1Nv9HJg+DsQJEpGsMQESkjiqdrQEkYwWIKCAwABGROuw6WwVaxgoQUUBgACIidSgVIKu6/fBUDNcCIgoEDEBEpA5lEUS9VYC4GjRRIGAAIiJ16HUIjBUgooDAAERE6tDbecBkcgWo+gzgaFK3L0TUYwxAROR/9XZpNWVAf0eBRfUDjCEAxIWVrIlIdxiAiMj/5OqP2SKtrqwnRiPQp2XiNofBiHSLAYiI/M9eLF3qbRFEmdxvToQm0i0GICLyP7tO5//IojkRmkjvGICIyP+qdHoIvCyGh8IT6R0DEBH5n3IIvE6HwFgBItI9BiAi8j+9D4EpFSAGICK9YgAiIv/T+xCYUgHiEBiRXjEAEZH/6X0IrHUFSAh1+0JEPcIARET+1dwI1JyVrsf0V7cvPSVXgJpqgXqbun0hoh5hACIi/6oulS5NYUBkvLp96amwSCC8r3Sd84CIdIkBiIj8SzkLvBUwGNTtS2/Iw2CcB0SkSwxARORfyvwfnQ5/yeRhMFaAiHSpVwFo2bJlMBgMmD9/vnKbEAKLFy9GSkoKIiIiMHHiRBw4cMDlcQ0NDZg3bx4SEhIQFRWFmTNn4tSpUy5tKioqkJ2dDYvFAovFguzsbFRWVvamu0SkBXJg0NtJUNuK4VpARHrW4wC0e/durFu3DpdffrnL7StWrMDKlSuxevVq7N69G1arFVOmTEFVVZXSZv78+di4cSNycnKwdetWVFdXY/r06XA4HEqb2bNnIz8/H7m5ucjNzUV+fj6ys7N72l0i0gqlAqTTQ+Bl0VwNmkjPehSAqqurcffdd+PNN99EbGyscrsQAq+++ip+/etf47bbbkN6ejreffdd1NbW4v333wcA2Gw2vP3223jllVcwefJkjB49Ghs2bMD+/fvxxRdfAAAOHjyI3NxcvPXWW8jMzERmZibefPNN/P3vf8fhw4e9sNtEpJpACUCsABHpWo8C0GOPPYabb74ZkydPdrm9qKgIpaWlmDp1qnKb2WzGhAkTsG3bNgDAnj170NTU5NImJSUF6enpSpvt27fDYrFg7NixSptx48bBYrEobdpqaGiA3W53+SEiDQqUITBWgIh0LcTTB+Tk5GDv3r3YvXt3u/tKS6XDW5OSklxuT0pKwvHjx5U2YWFhLpUjuY38+NLSUiQmJrbbfmJiotKmrWXLlmHJkiWe7g4R+RsrQESkAR5VgE6ePIknnngCGzZsQHh4eKftDG0ObRVCtLutrbZtOmrvbjvPPfccbDab8nPy5Em3z0dEKhDiQgVI7wFIrgDVnAUcTer2hYg85lEA2rNnD8rKypCRkYGQkBCEhIQgLy8P//u//4uQkBCl8tO2SlNWVqbcZ7Va0djYiIqKCrdtzpw50+75z5492666JDObzYiJiXH5ISKNqS0HHI3S9T5WdfvSW5HxgDEUgACqOq5ME5F2eRSAJk2ahP379yM/P1/5GTNmDO6++27k5+dj6NChsFqt2Lx5s/KYxsZG5OXlISsrCwCQkZGB0NBQlzYlJSUoKChQ2mRmZsJms2HXrl1Km507d8JmsyltiEiH5OGvqH5ASJi6fekto5EnRSXSMY/mAEVHRyM9Pd3ltqioKMTHxyu3z58/H0uXLsXw4cMxfPhwLF26FJGRkZg9ezYAwGKx4P7778eCBQsQHx+PuLg4PP300xg5cqQyqfrSSy/FtGnTMGfOHLzxxhsAgAcffBDTp09HWlpar3eaiFQSKPN/ZDHJgO0EJ0IT6ZDHk6C78swzz6Curg6PPvooKioqMHbsWGzatAnR0dFKm1WrViEkJASzZs1CXV0dJk2ahHfeeQcmk0lp89577+Hxxx9XjhabOXMmVq9e7e3uEpE/yUEhOkACUDQnQhPplUEIIdTuhC/Y7XZYLBbYbDbOByLSii9fBL5eAYy5D5i+Su3e9F7uc8CO14GsecDU/1a7N0QBwV/f3zwXGBH5T6ANgbECRKRbDEBE5D+BNgQmBzmeEJVIdxiAiMh/5EpJjM5XgZbJAYhHgRHpDgMQEfmPMgTWX91+eIs8BFZVIi3ySES6wQBERP7RWAM02KTrej8PmEzej+Z6oK7CfVsi0hQGICLyD3n4K6wPEB4gR2aGhgMRcdJ1zgMi0hUGICLyD/sp6TJQhr9kyjwgBiAiPWEAIiL/sBVLl5YAC0DKPCBOhCbSEwYgIvIPW6BWgLgWEJEeMQARkX/IQ2CWger2w9vkNY1YASLSFQYgIvKPQB0CYwWISJcYgIjIPwJ1CIwVICJdYgAiIt8TArDLFaAAGwJjBYhIlxiAiMj36m1AY7V0PVBOhCqTK0C154DmBnX7QkTdFqJ2B4goCMjDXxFxQFikun3xtsg4wGQGHA1AVSkQO1jtHpGOOZwCu4rOo6yqHonR4bg6NQ4mo0HtbgUkBiAi8j1l+GuAuv3wBYMBiLYClcel1aAZgKiHcgtKsOTTQpTY6pXbki3hWDRjBKalB8jpYzSEQ2BE5HtyBSgQAxDQajXoYnX7QbqVW1CCRzbsdQk/AFBqq8cjG/Yit4BzzLyNAYiIfMbhFNh+pBw//HgQAOAMtCPAZNGcCE0953AKLPm0EKKD++TblnxaCIezoxbUUwxAROQTuQUlGP/Sl7jrzR0oOCgFoNf31gfmX7JyZYsVIOqBXUXn21V+WhMASmz12FV03n+dCgIMQETkdW3L+SmGcgDAD3WWwCzny4f2V55Qtx+kS2VVnYefnrSj7mEAIiKv6qicn4JzAIBiEQ8gAMv5fVsCkDzXicgDidHhXm1H3cMARERe1bacb4ATVoNUui8R8YFZzpeHwGwn1e0H6dLVqXFItoSjs4PdDZCOBrs6Nc6f3Qp4DEBE5FVty/QJsCPM4IBDGHAGsZ220zV5CKy2HGisUbcvpDsmowGLZowAgHYhSP73ohkjuB6QlzEAEZFXtS3Tpxik4a8ziIUDpk7b6VpEX8AcI123cSI0eW5aejLW3HMlrBbX/xdWSzjW3HMl1wHyAS6ESEReJZfzS231EACSWw1/AdJftNZALOdbBgBlhYDtBNDvYrV7Qyro7SrO09KTMWWElStB+wkDEBF5lVzOf2TDXhhw4QiwEhEf2OV8y8CWAMSJ0MHIW6s4m4wGZA6L90UXqQ0OgRGR17Uu58tDYMUiPrDL+fJE6EpOhA42XMVZnxiAiMgnpqUnY+uzN+DnQ6V/Tx2Xga3P3hCY4QdodSg8A1Aw4SrO+sUAREQ+YzIaEO84CwBIHXZx4A17tWbhWkDBiKs46xcDEBH5lhwIAvU8YDJlNWhWgIIJV3HWLwYgIvKd5gagulS63newun3xNXkIzF4MOB3q9oX8hqs46xcDEBH5jlz9CY0CIgPssPe2+iQBxhBAOIAqTnoNFlzFWb8YgIjIdyqPS5d9BwGGAJ7/AwBG04VhPg6DBQ2u4qxfDEBE5Dvy2dH7DlK3H/4i7ycnQgcVruKsT1wIkYh8J8gCkDOmP4wACg8VwBZ1A1fxDSJcxVl/GICIyHeCKADlFpTg9AEH7gOw9/v9eH7vjh6tBEz6xVWc9YVDYETkO0ESgOSVgA/X9wUA9G9Z/ZorARNpFwMQEflOEASg1isBF4sEABcCEFcCJtIuBiAi8o3mhguHgwfwGkCtVwKWA5B0Algp8HAlYCJtYgAiIt8IkjWAWq/we1pI8z/6GOphQU2n7YhIfQxAROQbQbIGUOsVfhsQhrMiBgAwoGUYrKN2RKQ+BiAi8o0gmP8DtF8J+JRIBAAMMJQB4ErARFrFAEREvhEkAajtSsAnWgLQIEMZVwIm0jAGICLyjSAJQIDrSsAnRT8AwEDDWa4ETKRhXAiRiHwjiAIQcGEl4GObDgM7/oYZgxpx9wM3sPJDpFGsABGRbwRZAAKk4bBhaekAgNiGYoYfIg1jACIi7wuSNYA6FDtEuqw8ATgdqnaFiDrHAERE3hckawB1KKY/YAwBHI0XQiARaQ4DEBF5X5CsAdQhowmwDJSuVxxXty9E1CkGICLyvopj0mXfgap2QzXyMJj8OhCR5jAAEZH3nS+SLmNT1e2HWhiAiDSPAYiIvK+iJQDFDVW3H2qJbZn4zQBEpFkMQETkfeePSZdxrAARkTYxABGRdwkBnD8qXQ/2IbBKToIm0ioGICLyrpqzQFMNAMOFoaBgIweg6jNAY62qXSGijjEAEZF3yROgLQOAELO6fVFLRCxgtkjXWQUi0iQGICLyLnkCtFwFCVacCE2kaQxARORd8vyfYJ0ALeNEaCJNYwAiIu86H+SHwMuUChCHwIi0iAGIiLyrIsgXQZTJFSC5IkZEmsIARETexSEwSdww6fL8EXX7QUQdYgAiIu+ptwO15dL1YK8AxV8kXVYcAxzNqnaFiNpjACIi75GHvyITgPAYdfuitpj+QEg44GzmofBEGsQARETeo0yADvLqDwAYjRcmgnMeEJHmMAARkfco83+C/AgwWXzLPKDyn9TtBxG1wwBERN7DI8BcyfOAGICINIcBiIi851zLF738xR/s5CPBynkkGJHWMAARkfeU/yhdJjAAAWhVAWIAItIaBiAi8o66CulM8AArQDJ5DpDtJNBUr25fiMgFAxAReYc8/BWdDJij1e2LVkT1A8wxAMSF+VFEpAkeBaBly5bhqquuQnR0NBITE3Hrrbfi8OHDLm2EEFi8eDFSUlIQERGBiRMn4sCBAy5tGhoaMG/ePCQkJCAqKgozZ87EqVOnXNpUVFQgOzsbFosFFosF2dnZqKys7NleEpHvycNfrP5cYDC0OhKMw2BEWuJRAMrLy8Njjz2GHTt2YPPmzWhubsbUqVNRU1OjtFmxYgVWrlyJ1atXY/fu3bBarZgyZQqqqqqUNvPnz8fGjRuRk5ODrVu3orq6GtOnT4fD4VDazJ49G/n5+cjNzUVubi7y8/ORnZ3thV0mIp84J8//Ga5uP7QmjofCE2mS6IWysjIBQOTl5QkhhHA6ncJqtYrly5crberr64XFYhFr164VQghRWVkpQkNDRU5OjtKmuLhYGI1GkZubK4QQorCwUAAQO3bsUNps375dABCHDh3qVt9sNpsAIGw2W292kYi6K+duIRbFCLH9dbV7oi1fLpVel48fU7snRLrgr+/vXs0BstlsAIC4uDgAQFFREUpLSzF16lSljdlsxoQJE7Bt2zYAwJ49e9DU1OTSJiUlBenp6Uqb7du3w2KxYOzYsUqbcePGwWKxKG3aamhogN1ud/khIj9SDoFnBciFPCTI1aCJNKXHAUgIgaeeegrjx49Heno6AKC0tBQAkJSU5NI2KSlJua+0tBRhYWGIjY112yYxMbHdcyYmJipt2lq2bJkyX8hisWDgwIE93TUi8pTTceELnofAu4pvWRVbHiIkIk3ocQCaO3cuvv/+e/zpT39qd5/BYHD5txCi3W1ttW3TUXt323nuuedgs9mUn5MnT3ZnN4jIGypPAI4GwGQGLPzjw0XCxdJlTRlQe17dvhCRokcBaN68efjkk0+wZcsWDBgwQLndarUCQLsqTVlZmVIVslqtaGxsREVFhds2Z86cafe8Z8+ebVddkpnNZsTExLj8EJGfyBN844cBRpO6fdEaczQQ0/I5ee4HdftCRAqPApAQAnPnzsVHH32EL7/8Eqmpruf7SU1NhdVqxebNm5XbGhsbkZeXh6ysLABARkYGQkNDXdqUlJSgoKBAaZOZmQmbzYZdu3YpbXbu3Ambzaa0ISINOcdD4N3qlyZdnj2kbj+ISBHiSePHHnsM77//Pv72t78hOjpaqfRYLBZERETAYDBg/vz5WLp0KYYPH47hw4dj6dKliIyMxOzZs5W2999/PxYsWID4+HjExcXh6aefxsiRIzF58mQAwKWXXopp06Zhzpw5eOONNwAADz74IKZPn460tDRv7j8ReYNc2eAh8B1LvBQ48k/g7OGu2xKRX3gUgNasWQMAmDhxosvt69evxy9+8QsAwDPPPIO6ujo8+uijqKiowNixY7Fp0yZER19YGXbVqlUICQnBrFmzUFdXh0mTJuGdd96ByXShdP7ee+/h8ccfV44WmzlzJlavXt2TfSQiX5MrG/0uVbcfWsUKEJHmGIQQQu1O+ILdbofFYoHNZuN8ICJfEgJ4aTBQbwMe/gawpqvdI+05uQt4ewoQ0x94qlDt3hBpmr++v3kuMCLqnapSKfwYTBwC64x8JJi9GKjnGmVEWsAARES9U9ZS0YgfBoSY1e2LVkX0lU4SC/BIMCKNYAAiot4pOyhd9rtE3X5oHecBEWkKAxAR9c7ZlgCUOELdfmidHBDlwEhEqmIAIqLekb/QE3kEmFtKBYiHwhNpAQMQEfWc0wmUtQzpMAC5J1eAOARGpAkMQETUc7aTQFMNYAoD4oaq3Rttk4cIbSeBukpVu0JEDEBE1Bvy8Ff8cMAUqm5ftC6iL2AZJF0/U6BqV4iIAYiIeuMs5/94RF4kspQBiEhtDEBE1HPyFzkDUPdYR0qXZ/ar2w8iYgAiol4obfkit16ubj/0IkmuADEAEamNAYiIeqaxFij/UbqezADULXIFqOwQ4GhSty9EQY4BiIh65swBQDiBqEQg2qp2b/Sh72AgLBpwNADnflS7N0RBjQGIiHqm9DvpktWf7jMagaTLpOs8EoxIVQxARNQzJd9Ll5z/4xl5GIzzgIhUFaJ2B4hIp0qlAHTYOBSH8ouRGB2Oq1PjYDIaVO6Yxlk5EZpICxiAiMhzjiY4Sg/ABODBzY04LvIBAMmWcCyaMQLT0pNV7Z6mKRWg7wEhAAMDI5EaOARGRB7buuMbmJyNqBIROCESldtLbfV4ZMNe5BaUqNg7jUtKB4yhQG05UHlc7d4QBS0GICLyiMMpsGXLZgBAoRgM0epjRLRcLvm0EA6n6ODR5DCGoTpWWjjyh715fJ2IVMIAREQe2VV0Hqn10ikw8p3D2t0vAJTY6rGr6Lyfe6Z9uQUlGP/Sl/jwTBIAIG9LLsa/9CUrZkQqYAAiIo+UVdVjlPEIACDfeZHbdnRBbkEJHtmwFyW2enzfEhxHGY9w2JBIJQxAROQRawRwieEkAPcBKDE63F9d0jyHU2DJp4XKEGG+kALQSEMRjHAA4LAhkb8xABGRR8aYTyDU4MAZ0RcliGt3vwHS0WBXp7a/L1jtKjqPEtuFithRkYwqEYEIQyMuNpzisCGRChiAiMgjptN7AEjVHwNcD+GW/7VoxgiuB9RK2+FAASO+dw4FAGU4saN2ROQ7DEBE5JnibwEAQ0ZdB6vFdZjLagnHmnuu5DpAbXQ0HPhdyzDYKMMRt+2IyDe4ECIReeaUVAFKy7geW2+7FruKzqOsqp4rQbtxdWocki3hKLXVK/OAvmuZCH2F8ScYIIVHDhsS+Q8DEBF1X1UpYDsBGIxAymiYjAZkDotXu1eaZzIasGjGCDyyYS8MkJYK2OscDgBIM5xCNGqwaMaVDI9EfsQhMCLqvuPfSJfWkYA5Wt2+6My09GSsuedKZdjwLPriqNMKo0Fg/SQHhw2J/IwVICLqvuPbpMvB16jbD52alp6MKSOsyrBhn/3XAkf+ggwcUrtrREGHAYiIuk8JQFnq9kPHXIcNbwCO/OXC60pEfsMARETdU1MOlBVK1wdlqtuXQCEHydP7gMZaICxS3f5QpxxOwQn/AYYBiIi658R26bLfJUBUgrp9CRR9BwPRKUDVaWl5gdTr1O4RdSC3oARLPi10Wcwy2RKORTNGcO6WjnESNBF1D4e/vM9guPB6chhMk1qfw601Nc/h5nAKbD9Sjr/lF2P7kXKeQqWHWAEiou459i/pkhOgvWvIeKDgr8DRPGDiQrV7Q620PYdbawLSyudLPi3ElBFWvw2HsRrlPawAEVHXqsuA0u+l66kT1O1LoBl2vXR5ahdQb1e3L+Si7Tnc2vL3Ody0WI3SMwYgIurakS3SpfVyoE8/dfsSaGKHAHHDAGczcGyr2r2hVrp7bjZ/nMOtq2oUIFWjOBzWfQxARNS1I/+ULi+apG4/AtWwG6RL+XUmTejuudn8cQ43rVWjAgEDEBG553QCR76Urg9jAPIJJQB9qW4/yIV8DrfOZvcYIM2/8cc53LRUjQoUDEBE5N6Z/UDNWSCsDzBwrNq9CUyp1wLGEOD8UeB8kdq9oRbyOdwAtAtB8r8XzRjhlwnQWqpGBQoGICLqkHyobeG/PgIAiCHjgZAwlXsVoMzRSrh0/rCJhzhrSNtzuMmslnCsuedKvx15paVqVKDgYfBE1E7rQ20/DvsUMAIrjg7GqIISHmrrK2k3Ace/wd7P/4i76gYoN/MQ5675epXmtudwU2MlaLka9ciGvTAALpOh/V2NChQGIURA/nlht9thsVhgs9kQExOjdneIdEM+1FYASEY5tofPg1MYMLbh9ziHvn79qzeY5O3YhQm5U9AsjBjTsAaViAZw4cstWF/3rsJNsK2LEwz766/vb1aAiEjR9lDbqaZvAQDfiotxFn1VWfgtGDicAgu3VOH/OQfhUuMJTDLuw4dO6bQYai24pwVdfdm3DuutyeviBGJo1EI1KlBwDhARKdoeajvNuBsA8LljDAAeausr8uv+uVN6nW807Xa5Pxhf964W/fvs+9PdXhenO6eO0NPpJUxGAzKHxeOWK/ojc1g8w08PsQJERIrWh9DGwo6rjQcBAJ87r+q0HfWe/HpucozB/JCPcJ3xe0SiHrUI77BdoOvOKSie/1sBztc0dboNOTSu/vIn5Ow+4XbIKBiGlag9VoCISNH6ENqbTTthMggUOIfglEjstB31nvx6ForBOOq0ItzQhBuNuzttF+i6s+ifu/DT2qovfnB76gieXiJ4MQARkaL1oba3maSTn250jFfu56G2vnHhdTcor7f8+gOB/bp3NPTk60qXXFla/MkBLP6Ep5cIVgxARKSQD7VNNZTgSuNPaBZGfOLIAsBDbX2p9YJ7HzulAHSN8QCsKA/o1z23oATjX/oSd725A0/k5OOuN3dg/Etf4ti5mm49Pi4qrNN1cboiAJTaG1Bq5+klghUDEBG5mJaejHWjfgIAfO28HGfRF4D/F34LNvKCe80xg7DTeQmMBoFbTd8E7Ovubuhp1Rc/om9kaJeL/v33LenKv9ve703BMvcq2HASNBG5cjThouKPAQADJt6H/4m/gofa+ol8iPOxTfcCO57DE/E78csnXofJZHJp5+uF/3ytO5OcZe4W/ZuWnow1xivbTWC2WsJx51UDseqLH73S32CZexVsGICIyNWhvwNVJUBUP1w84U5cHGJWu0dBxWQ0YNj12cC+ZYiwFwFFW4CLJiv3B8IRS92Z5FxZ24QnJ1/c7ggua5t97WxdHADI2X0Spbb6DoOWAUBSjBmAAWfsnbexBujcK2IAIgpanVYRdr0lNcj4BcDwow5zNDD6HmDH68DON5QA1N2F/7ReIerukNKQhEhsffaGLvdFXhenra5OHbF45mUAwNNLBCkGIKIg1FkV4eVrjbjm+FbAYAIy/lPFHhKuegDYsQb4cRNQfgSO2KFdDhst+bQQTifw239oo0LUWRDz5MzmnYWb7pDnVXU0RNb69ehOGwo8DEBEQcZdFeH85/8LmACMmAlY+qvRPZLFDwMuvhH4IRfY9hp2jfhNl8NGJbZ6PPr+3nb3qXFqCHdDdVNGWJFsCXc7POWtoafunDqCp5cITjwZKlEQcTgFxr/0ZYdfpEMNp/FF2C9hNAg4HtoKU/JIFXpILo5vA9bfBBhDsWnyZ3jwk7M93pQcKrY+ewNMRoNPh8k6C9mtT+wKSENPQMdDT4F45Bt1D0+GSkRe527y6dyQj2E0CGx2ZKBPbQoy/dw36sDgLCB1AlCUh1FH3wYws8ebar2mja2uscuJ1N0JSB21AdCtobqtz97AoSdSFQMQUQDq7Murs8mnlxmKcJtpKwDgf5t/jge47ol2XP8roCgPiUf/iqtirsW39tgOw0V3bS4sxfpvjrmdSA2gy4DU2RDXnVcN7NZQ3a6i8xx6IlUxABEFGHdzLzqefCrwfMh7AICPHVnYL4Zy3RMtGTQOuGgKDD9txu/j/oyx9gdhgKHdsFF3Q9HH+afdVmcWfrQfttqmLgNSZ/PIurv2jhzGezPJmag3uBI0UQDp6sSOFTUNyrm+ZDON25FpKkSDCMXLTXcE7DmndG3aMsAYisTSPHx4QyWsFteAarWE4/XZo9u9t60ZAMRFheJ8TWOnTyOvv+Pu3FjdOX9WdzBkk9pYASLSGF/OvfjtPw7iNzePwGPvS+uexMKORaHvAgB+33wLitEPa7juifYkDAey5gFbV+LKA8ux9Ymt2FXiaPc7YjQa3K5p8/Mr+uPtb471uBvy+bN6g4sL+p7W14HSCgYgIj9z9+HUnVV+ezv3IjYqTJp8+skB/Ffd24g3VOGgcyA2Rt2ONTNHcfKpVl33NFDwIVB5HKbPFiDz394CDK5fal2te2OJCOtVAPIUFxf0v0BYKdxfeBg8kRd19ZeXuw8noON5FR0dOtxRm+7+R/6fO6/ALVf0h3Pb72Hc9Cs4DSEouOmvuGzMRH4pad3J3cD/uxEQDuCW30urRXegs99DeRmEztbf8aaOTmPBL2Lf6s7yA3p47f31/c0ARNSiq/DSm3AzLT3Z7YeTANA3MhSVtU0d9q31eYtK7b07QutPc8YhU+QD788CnM3ATSuAsQ/1apvkR1+/DHz5W8AUBmR/DAy5xqOHy7+HQPvqjPx72NEkaLlNd8+ftfXZGwCAQzF+4m6NL8DzdaDUHEZjAOolBqDg4o/w0tNwAwC/nz0av/3HQbdDVL6mfADeY4HpDzOBphpg5O3AbW+2G0ohDXM6gb/8B3DwUyDcAvxnLpA0wqNNdKcSCXS+QGF32uih0hBIth8px11v7uiy3Z/mjOtyHSi1h9EYgHqJAcg/vPFXRG//0vB1eHnwulSs+7qox+HGACA2KhTnazqu7vhCZ3Mvcm50YOyOuUCDDRh2A3DXB0BImN/6RV7SVAe8OwM4tRuIiAXu+RDon+HRJnw1F41DXOr4W34xnsjJ77LdfdcM6XAdqO5+3rUOt776/K+prmIA6g0GoK6pXTXpzja66oevwwsAGA2As5P/JWqEm650Nvdi7agjGLXnecDRAAzKBO7+K2Duo2JPqVdqzwPv/TtQvAcI6yPNCbrsVq9t3h9/vJD3dLcCFBcV5nYphK4+7+RhtM2FpT77/H/6+oH498w0BqCeUisA+aMi4o1tqF016WpCb+s27k6o6G7MG9BfeOlMb+ZeJJsbMebQChi/e19qeMl04N/eAkIj/NR78pmGKiDnbqAoT/r3VXOAyYsAc7S6/SK/62qCuzc/756cfDFe/eIHn33+OxtqceLVWQxAPdWTAKSHioi3tqF21aSrCb0GAJZOJmPK/Zg/eXi3V53VgrioMFTUNHb64STvL+CluReOJmDfH4Ev/xuoLQcMRuC6XwITngWMJi/tFanO0SxNiv7mVenf0SnApN8AI2cBJq50EkzcTXAHpOEvbyyD0DciFJV1nQep3n7+OxtqcZIBqOc8DUB6qIh4YxuBMuRjAGDp4j+hP3UVbqyWcGUBQsB9wOn1sKGtGNj/Z2DnOqDqtNQgIQ2YvsrjI4ZIR458Cfz9KaCiSPp338HA1XOkIBSdpG7fyG/cfT5YIsK6NUymNgagXvIkAOmhIuKNbWglvGiNu/ACSK+7EB2vs+NJuOluBc/TIU5rBDAm9ChMJ7dLX4Intl9o2CcJGP8kcNUDgCnUo9eFdKipDtj5BrDtNaD2nHSbwQgMvgYYOlE6s7w1ncOfAa4360B19Xnnjz88GYBavP766/jd736HkpISXHbZZXj11Vdx7bXXdvm47gagrtZOAPRREQlWfSNCYavreM0SwDvhRQ7And3vSbgBujlx1NEkfZk11QFNtUBjNVBzFqg+K11WlQDlPwHnfgQqjkkL47U2KFNaJG/k7UCIuZNXhwJWYy3wfQ7wXQ5wcqfrfQYjEH8R0C8NsAwELAOAmBQgIg4Ij5EOrQ/vC4RGSmsNGXnKyEDS1TBZV593/ph6wAAE4IMPPkB2djZef/11XHPNNXjjjTfw1ltvobCwEIMGDXL7WCUAvXI1YiLajIO32uWaxmacOF8L4MIb3Jahk6/Xzm/vnKfb8tZ2vNknAwCj0QBnm1RoMHRvHwyQggkAODv59evufvQxh6C6obnT9lFhJtQ2Nne6nZiIUISHGFHf7ER1fROc4sJzGw0G9DGHwBxiREOzEzUNTXC06q/JYECUOQRm04VeCQDNDgGnEDAagBCTof1r7+6/nLNZCjzO9n12KzpZCj2Ds4C0nwGW/p49ngLX+aPAT/8Ejn4lVQdryz17vDFECkKmUMBklq4bjC3/iQwta0i1uTQYO7+PVGevb8IZez2aHRc+i0JMBiTFhCMmPNTt/dHhIfiprNrlPk+FtHxmdraN6gYHrl5xMLgD0NixY3HllVdizZo1ym2XXnopbr31VixbtsztY5UAtDAaMWb+pyO9Mkh/iYdFAVH9gD79pMuoRCB+KJBwMRA/HIi28suFuiYEUH0GKC0Azh8BbKekn6oSoK4SqLdJP001aveUgpi9QcCyvMrnAUizhwg0NjZiz549WLhwocvtU6dOxbZt29q1b2hoQEPDhbMU2+126cod7wPRUe2foOXL4sBpO1787KBys3BbK2lPbh8dHoKq+gt/tQvhuh1Dy8p0Au2HY+RhNAFjh3NR5H+3Hc5p3VcDpLksAFBe0/ky9nF9zPjPrCF4edPhDvcDAG4dnYKP953u8DkA4Jlpacgc1g/bj57DW/8qwrnqC697fB8zHrh2KLKGxWPbkXK89a+jOFfdqGwnoU8Y5lybiqxhCQCAbUfOYd2/jrlsI6GPGQ9elwrAgKWfHXJ5DVr35Fc/uwTXXCRtx+EUKDhdhfM1DYiLMiO9fwxMciAwSGPfBcV2nK9tQFxky/1GA9rXlKA8ppM7fNveGCLNzwiNuDAEwWBD3mIwSGE52gpgcuft5CFYRxPgaJTWjpKvNze0VDGF+0vh7OA+ChS7j53HH3ccR3mrNYXio8KQPW4wrhoS1+X97rbx8ysTANzr833QbAXo9OnT6N+/P7755htkZWUpty9duhTvvvsuDh92/QJfvHgxlixZ0m473Z0D1JtJYd6aRwK4P8TZG9vo7nwVb81n6e2aRVxtlohIm7gStI/IAWjbtm3IzMxUbn/xxRfxxz/+EYcOHXJp31EFaODAgR4dBQb4dhKsVtYBkmn5ZHitaaUfRETke0F/LrDGxkZERkbiL3/5C37+858rtz/xxBPIz89HXl6e28f7ex0gmV5WgiYiItKioA9AgDQJOiMjA6+//rpy24gRI3DLLbd0fxK0H1eCJiIiot7xVwDS7CRoAHjqqaeQnZ2NMWPGIDMzE+vWrcOJEyfw8MMP++T5TEYDMofF9/h+IiIi0gdNB6A77rgD5eXleOGFF1BSUoL09HR89tlnGDx4sNpdIyIiIh3T9BBYb6h1NngiIiLqOX99f3ONcyIiIgo6DEBEREQUdBiAiIiIKOgwABEREVHQYQAiIiKioMMAREREREGHAYiIiIiCDgMQERERBR0GICIiIgo6mj4VRm/IC1zb7XaVe0JERETdJX9v+/pEFQEbgMrLywEAAwcOVLknRERE5Kny8nJYLBafbT9gA1BcXBwA4MSJEz59AbXGbrdj4MCBOHnyZFCdA437zf0OBtxv7ncwsNlsGDRokPI97isBG4CMRml6k8ViCapfHFlMTAz3O4hwv4ML9zu4BOt+y9/jPtu+T7dOREREpEEMQERERBR0AjYAmc1mLFq0CGazWe2u+BX3m/sdDLjf3O9gwP327X4bhK+PMyMiIiLSmICtABERERF1hgGIiIiIgg4DEBEREQUdBiAiIiIKOroNQC+++CKysrIQGRmJvn37dtjmxIkTmDFjBqKiopCQkIDHH38cjY2Nbrfb0NCAefPmISEhAVFRUZg5cyZOnTrlgz3wjq+++goGg6HDn927d3f6uF/84hft2o8bN86PPe+9IUOGtNuHhQsXun2MEAKLFy9GSkoKIiIiMHHiRBw4cMBPPe69Y8eO4f7770dqaioiIiIwbNgwLFq0qMvfaz2+36+//jpSU1MRHh6OjIwM/Otf/3LbPi8vDxkZGQgPD8fQoUOxdu1aP/XUO5YtW4arrroK0dHRSExMxK233orDhw+7fUxn//8PHTrkp1733uLFi9v132q1un2M3t9roOPPL4PBgMcee6zD9np9r7/++mvMmDEDKSkpMBgM+Pjjj13u7+ln8ocffogRI0bAbDZjxIgR2Lhxo8d9020AamxsxO23345HHnmkw/sdDgduvvlm1NTUYOvWrcjJycGHH36IBQsWuN3u/PnzsXHjRuTk5GDr1q2orq7G9OnT4XA4fLEbvZaVlYWSkhKXnwceeABDhgzBmDFj3D522rRpLo/77LPP/NRr73nhhRdc9uH55593237FihVYuXIlVq9ejd27d8NqtWLKlCmoqqryU49759ChQ3A6nXjjjTdw4MABrFq1CmvXrsWvfvWrLh+rp/f7gw8+wPz58/HrX/8a+/btw7XXXoubbroJJ06c6LB9UVERfvazn+Haa6/Fvn378Ktf/QqPP/44PvzwQz/3vOfy8vLw2GOPYceOHdi8eTOam5sxdepU1NTUdPnYw4cPu7y3w4cP90OPveeyyy5z6f/+/fs7bRsI7zUA7N6922WfN2/eDAC4/fbb3T5Ob+91TU0NRo0ahdWrV3d4f08+k7dv34477rgD2dnZ+O6775CdnY1Zs2Zh586dnnVO6Nz69euFxWJpd/tnn30mjEajKC4uVm7705/+JMxms7DZbB1uq7KyUoSGhoqcnBzltuLiYmE0GkVubq7X++4LjY2NIjExUbzwwgtu2917773illtu8U+nfGTw4MFi1apV3W7vdDqF1WoVy5cvV26rr68XFotFrF271gc99I8VK1aI1NRUt2309n5fffXV4uGHH3a57ZJLLhELFy7ssP0zzzwjLrnkEpfbHnroITFu3Dif9dHXysrKBACRl5fXaZstW7YIAKKiosJ/HfOyRYsWiVGjRnW7fSC+10II8cQTT4hhw4YJp9PZ4f2B8F4DEBs3blT+3dPP5FmzZolp06a53HbjjTeKO++806P+6LYC1JXt27cjPT0dKSkpym033ngjGhoasGfPng4fs2fPHjQ1NWHq1KnKbSkpKUhPT8e2bdt83mdv+OSTT3Du3Dn84he/6LLtV199hcTERFx88cWYM2cOysrKfN9BL3vppZcQHx+PK664Ai+++KLboaCioiKUlpa6vL9msxkTJkzQzfvbEZvN1q2TBurl/W5sbMSePXtc3icAmDp1aqfv0/bt29u1v/HGG/Htt9+iqanJZ331JZvNBgDdem9Hjx6N5ORkTJo0CVu2bPF117zuxx9/REpKClJTU3HnnXfi6NGjnbYNxPe6sbERGzZswH333QeDweC2rd7f69Z6+pnc2e+Ap5/jARuASktLkZSU5HJbbGwswsLCUFpa2uljwsLCEBsb63J7UlJSp4/Rmrfffhs33ngjBg4c6LbdTTfdhPfeew9ffvklXnnlFezevRs33HADGhoa/NTT3nviiSeQk5ODLVu2YO7cuXj11Vfx6KOPdtpefg/b/l7o6f1t68iRI3jttdfw8MMPu22np/f73LlzcDgcHr1PHf1/T0pKQnNzM86dO+ezvvqKEAJPPfUUxo8fj/T09E7bJScnY926dfjwww/x0UcfIS0tDZMmTcLXX3/tx972ztixY/GHP/wBn3/+Od58802UlpYiKysL5eXlHbYPtPcaAD7++GNUVla6/cM1EN7rtnr6mdzZ74Cnn+OaOhv84sWLsWTJErdtdu/e3eXcFllHSVoI0WXC9sZjeqsnr8WpU6fw+eef489//nOX27/jjjuU6+np6RgzZgwGDx6Mf/zjH7jtttt63vFe8mS/n3zySeW2yy+/HLGxsfj3f/93pSrUmbbvpRrvb1s9eb9Pnz6NadOm4fbbb8cDDzzg9rFafb/d8fR96qh9R7frwdy5c/H9999j69atbtulpaUhLS1N+XdmZiZOnjyJl19+Gdddd52vu+kVN910k3J95MiRyMzMxLBhw/Duu+/iqaee6vAxgfReA9IfrjfddJPLiEVbgfBed6Ynn8ne+BzXVACaO3cu7rzzTrdthgwZ0q1tWa3WdhOiKioq0NTU1C45tn5MY2MjKioqXKpAZWVlyMrK6tbzektPXov169cjPj4eM2fO9Pj5kpOTMXjwYPz4448eP9abevM7IB/V9NNPP3UYgOQjS0pLS5GcnKzcXlZW1unvhL94ut+nT5/G9ddfj8zMTKxbt87j59PK+92RhIQEmEymdn/NuXufrFZrh+1DQkLchmEtmjdvHj755BN8/fXXGDBggMePHzduHDZs2OCDnvlHVFQURo4c2envZiC91wBw/PhxfPHFF/joo488fqze3+uefiZ39jvg6ee4pgJQQkICEhISvLKtzMxMvPjiiygpKVFe2E2bNsFsNiMjI6PDx2RkZCA0NBSbN2/GrFmzAAAlJSUoKCjAihUrvNKv7vL0tRBCYP369fiP//gPhIaGevx85eXlOHnypMsvoRp68zuwb98+AOh0H1JTU2G1WrF582aMHj0agDT2npeXh5deeqlnHfYST/a7uLgY119/PTIyMrB+/XoYjZ6PZGvl/e5IWFgYMjIysHnzZvz85z9Xbt+8eTNuueWWDh+TmZmJTz/91OW2TZs2YcyYMT36/6AGIQTmzZuHjRs34quvvkJqamqPtrNv3z5Nvq/d1dDQgIMHD+Laa6/t8P5AeK9bW79+PRITE3HzzTd7/Fi9v9c9/UzOzMzE5s2bXUYBNm3a5HmhwqMp0xpy/PhxsW/fPrFkyRLRp08fsW/fPrFv3z5RVVUlhBCiublZpKeni0mTJom9e/eKL774QgwYMEDMnTtX2capU6dEWlqa2Llzp3Lbww8/LAYMGCC++OILsXfvXnHDDTeIUaNGiebmZr/voye++OILAUAUFhZ2eH9aWpr46KOPhBBCVFVViQULFoht27aJoqIisWXLFpGZmSn69+8v7Ha7P7vdY9u2bRMrV64U+/btE0ePHhUffPCBSElJETNnznRp13q/hRBi+fLlwmKxiI8++kjs379f3HXXXSI5OVk3+11cXCwuuugiccMNN4hTp06JkpIS5ac1vb/fOTk5IjQ0VLz99tuisLBQzJ8/X0RFRYljx44JIYRYuHChyM7OVtofPXpUREZGiieffFIUFhaKt99+W4SGhoq//vWvau2Cxx555BFhsVjEV1995fK+1tbWKm3a7veqVavExo0bxQ8//CAKCgrEwoULBQDx4YcfqrELPbJgwQLx1VdfiaNHj4odO3aI6dOni+jo6IB+r2UOh0MMGjRIPPvss+3uC5T3uqqqSvl+BqB8bh8/flwI0b3P5OzsbJcjQL/55hthMpnE8uXLxcGDB8Xy5ctFSEiI2LFjh0d9020AuvfeewWAdj9btmxR2hw/flzcfPPNIiIiQsTFxYm5c+eK+vp65f6ioqJ2j6mrqxNz584VcXFxIiIiQkyfPl2cOHHCj3vWM3fddZfIysrq9H4AYv369UIIIWpra8XUqVNFv379RGhoqBg0aJC49957dbGfsj179oixY8cKi8UiwsPDRVpamli0aJGoqalxadd6v4WQDrtctGiRsFqtwmw2i+uuu07s37/fz73vufXr13f4e9/2b5lAeL9///vfi8GDB4uwsDBx5ZVXuhwOfu+994oJEya4tP/qq6/E6NGjRVhYmBgyZIhYs2aNn3vcO529r61/f9vu90svvSSGDRsmwsPDRWxsrBg/frz4xz/+4f/O98Idd9whkpOTRWhoqEhJSRG33XabOHDggHJ/IL7Xss8//1wAEIcPH253X6C81/Lh+21/7r33XiFE9z6TJ0yYoLSX/eUvfxFpaWkiNDRUXHLJJT0KggYhWmaPEREREQWJgD0MnoiIiKgzDEBEREQUdBiAiIiIKOgwABEREVHQYQAiIiKioMMAREREREGHAYiIiIiCDgMQERERBR0GICIiIgo6DEBEREQUdBiAiIiIKOgwABEREVHQ+f9Rd4w0cdyCqgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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DbrcDkFuC0tLS1P1KSkrU1iW73Y7a2lqUlpZ6tCaVlJRg+PDhapnTp083e/4zZ840a6VS2Gw22GwBnvlCRMEX9JDEZQCIQoHfW5IuXLgAq9XzsGFhYeoSAJmZmbDb7Vi/fr36eG1tLTZv3qwGoEGDBiEiIsKjTFFREQoKCtQy2dnZcDgc2Llzp1pmx44dcDgcahkiCgH1TrnrCwjOmKTGz8MxSUSm5veWpEmTJuGFF15A9+7dcdVVV2Hv3r1YvHgxfv3rXwOQu8hmz56NBQsWoHfv3ujduzcWLFiAmJgYTJ06FQAgSRIefPBBzJkzB0lJSUhMTMRTTz2F/v37q7Pd+vbti/Hjx2PatGl44403AAAPPfQQJk6cyJltRKGk/KR8Gx4NxCQF5zm5oCRRSPB7SHr11Vfxxz/+EY8++ihKSkqQnp6Ohx9+GP/xH/+hlnn66adRXV2NRx99FKWlpRg6dCjWrVuHuLg4tcySJUsQHh6OKVOmoLq6GqNGjcJbb72FsLAwtcw777yDWbNmqbPgJk+ejGXLlvn7lIhIzxp3tbUxrtFvOCaJKCRYhAjd1dDKy8shSRIcDgfi4+O1rg4RdUT+u8CH04HLbgJ+9WFwnvPCeWBRpnz/uWIgIjo4z0tEAIL3+c1rtxGRsQV70DYARCcAEbEXn/9k8J6XiIKKIYmIjE1dIylIg7YBuVuPXW5EpseQRETGpkVLEsDB20QhgCGJiIxNq5DEliQi02NIIiLjEkLDkMSWJCKzY0giIuOqLgXqLsj34y8N7nOrIYktSURmxZBERMalBJTYFCAiKrjPHZ8u35afCu7zElHQMCQRkXFp1dUGeIak0F1ujsjUGJKIyLj0EJLqLgA1ZcF/fiIKOIYkIjIuLdZIUkREA9GJ8n12uRGZEkMSERmX2pIU5EHbCuV5GZKITIkhiYiMSwknwZ7ZplCel8sAEJkSQxIRGVd5kXyrjA8KNs5wIzI1hiQiMia3G6hQWpIYkojI/xiSiMiYLpwF3PUALECXVG3qoHS3lZ/U5vmJKKAYkojImJRg0iUVCIvQpg5sSSIyNYYkIjImdTxSmnZ1iL+4PhNDEpEpMSQRkTEpLUlazWwDGgJabQVQU65dPYgoIBiSiMiYKi62JMVp2JIUGQtEdZXvc1wSkekwJBGRMZVrPLNNwcHbRKbFkERExqSbkMTB20RmxZBERMbEkEREAcaQRETGI0RDKInTOCRJygw3drcRmQ1DEhEZj7McqKuS72u5BADAliQiE2NIIiLjUdZIipLkGWZaUkKSgy1JRGbDkERExqOHNZIU6uw2tiQRmQ1DEhEZjx7WSFIoLUlOB+Cs0LYuRORXDElEZDx6mdkGALY4wCbJ95VuQCIyBYYkIjIePYUkoNHgbY5LIjIThiQiMh7dhiSOSyIyE4YkIjKeCp2skaRgSxKRKTEkEZHx6K4liddvIzIjhiQiMpa6GuDCOfm+bkISu9uIzIghiYiMRZn+Hx4FRCdoWxeF2pLE2W1EZsKQRETG0niNJItF27oolEujsLuNyFQYkojIWNTxSDpYbVuhdLdVnwfqqrWtCxH5DUMSERmLGpJ0sNq2IqorEBEj369glxuRWTAkEZGxKCFJD5ckUVgsDfXh4G0i02BIIiJjqdBhdxvQaIYbW5KIzIIhiYiMRY/dbQAXlCQyIYYkIjIWpaVGty1J7G4jMguGJCIyDrfLcwkAPVFCWwVDEpFZMCQRkXFUnQGEC7BYgS6pWtfGEwduE5kOQxIRGYcy3qdLKhAWrm1dmuLAbSLTYUgiIuNQxyPp5JptjSl1qiwGXPXa1oWI/IIhiYiMQ49rJCliLwGs4YBwA5Wnta4NEfkBQxIRGYde10gCAGtYQ3jjqttEpsCQRETGodc1khRxvNAtkZkwJBGRcejx4raNcfA2kakwJBGRceh5TBLQEN7YkkRkCgxJRGQMQjSM9dHj7DagoRuQayURmQJDEhEZQ00ZUHdBvq/bkHSxXhy4TWQKDElEZAxK60x0AhARrW1dWhLHi9wSmQlDEhEZgzIYOk6nrUiA58BtIbStCxF1GkMSERmD0jqj1+n/QMOAcpcTuHBe27oQUacxJBGRMeh90DYAhEfKK28D7HIjMgGGJCIyBnX6v45DEsDB20QmEpCQdPLkSdx3331ISkpCTEwMBgwYgN27d6uPCyEwb948pKenIzo6GiNHjsT+/fs9juF0OjFz5kwkJycjNjYWkydPxokTJzzKlJaWIicnB5IkQZIk5OTkoKysLBCnRERaU1uSdNzdBnDwNpGJ+D0klZaW4rrrrkNERAT+7//+DwcOHMArr7yCrl27qmUWLVqExYsXY9myZdi1axfsdjvGjBmDiooKtczs2bOxdu1a5ObmYsuWLaisrMTEiRPhcrnUMlOnTkV+fj7y8vKQl5eH/Px85OTk+PuUiEgPjDBwG2g0eJtrJREZXbi/D/jSSy8hIyMDq1atUrf17NlTvS+EwNKlS/Hcc8/h9ttvBwC8/fbbSE1NxbvvvouHH34YDocDK1euxN///neMHj0aALB69WpkZGRgw4YNGDduHA4ePIi8vDxs374dQ4cOBQCsWLEC2dnZOHz4MPr06ePvUyMiLVXo/LptCl6ahMg0/N6S9PHHH2Pw4MG48847kZKSgoEDB2LFihXq44WFhSguLsbYsWPVbTabDSNGjMDWrVsBALt370ZdXZ1HmfT0dGRlZalltm3bBkmS1IAEAMOGDYMkSWqZppxOJ8rLyz1+iMgA6p3AhXPyfcO0JLG7jcjo/B6Sjhw5guXLl6N37974/PPP8cgjj2DWrFn429/+BgAoLi4GAKSmpnrsl5qaqj5WXFyMyMhIJCQktFomJSWl2fOnpKSoZZpauHChOn5JkiRkZGR07mSJKDiU8UhhNiAmUdu6tIUDt4lMw+/dbW63G4MHD8aCBQsAAAMHDsT+/fuxfPly/OpXv1LLWSwWj/2EEM22NdW0jLfyrR3n2WefxZNPPqn+Xl5ezqBEZATljQZtt/E+oTn1Ircck0Tt53IL7Cw8j5KKGqTERWFIZiLCrDr/mzcxv4ektLQ09OvXz2Nb3759sWbNGgCA3W4HILcEpaU1jC0oKSlRW5fsdjtqa2tRWlrq0ZpUUlKC4cOHq2VOnz7d7PnPnDnTrJVKYbPZYLPZOnF2RKSJCoNM/wcaFpR0lgPOCsAWp219yDDyCoow/5MDKHLUqNvSpCjMndQP47N0PhbPpPze3Xbdddfh8OHDHtu+++479OjRAwCQmZkJu92O9evXq4/X1tZi8+bNagAaNGgQIiIiPMoUFRWhoKBALZOdnQ2Hw4GdO3eqZXbs2AGHw6GWISKTKDfIoG0AsHUBbJJ8n4O3yUd5BUWYvnqPR0ACgGJHDaav3oO8Av4tacHvIemJJ57A9u3bsWDBAvzwww9499138eabb+Kxxx4DIHeRzZ49GwsWLMDatWtRUFCABx54ADExMZg6dSoAQJIkPPjgg5gzZw6++OIL7N27F/fddx/69++vznbr27cvxo8fj2nTpmH79u3Yvn07pk2bhokTJ3JmG5HZqNP/DRCSgIYwx8Hb5AOXW2D+Jwfg7Wp/yrb5nxyAy83rAQab37vbrr32WqxduxbPPvssnn/+eWRmZmLp0qW499571TJPP/00qqur8eijj6K0tBRDhw7FunXrEBfX0Cy9ZMkShIeHY8qUKaiursaoUaPw1ltvISwsTC3zzjvvYNasWeosuMmTJ2PZsmX+PiUi0po6/d8A3W2AXM8zhzh4m3yys/B8sxakxgSAIkcNdhaeR3avpOBVjGARInQvVV1eXg5JkuBwOBAfH691dYioJSvHAce3A3esArJu17o2bfvoMWDvauDmPwA3/lbr2pDOfZR/Eo/n5rdZ7j/vHoBbB1wa+AoZQLA+v3ntNiLSP6O1JMVx1W3yXUpclF/Lkf8wJBGRvgkBVFxc+8wwY5K46jb5bkhmItKkKLQ00d8CeZbbkEydrxFmQgxJRKRvF84Brlr5vuFCEgduU9vCrBbMnSQvndM0KCm/z53Uj+slaYAhiYj0Temyir0ECI/Uti6+4qrb1E7js9Kw/L5rYJc8u9TsUhSW33cN10nSiN9ntxER+VWFwab/Aw2rbledka87F85FbKlt47PSMKafnStu6whDEhHpW7nBBm0DQHSCfJ05l1MOeQk9ta4RGUSY1cJp/jrC7jYi0jclJBmpJcli4eBtIhNgSCIifTPa9H+FeqFbDt4mMiqGJCLSN6NdkkShXJqEg7eJDIshiYj0TQkZRri4bWPxXFCSyOgYkohI39SB2wa7HEMc10oiMjqGJCLSr7pqoKZMvm+47jYO3CYyOoYkItIvpRUpIgaIkrStS3upA7fZ3UZkVAxJRKRfjReStBhsQb3GA7fdLm3rQkQdwpBERPqldFUZbfo/AHRJBSxhgHDJK28TkeEwJBGRflUYcCFJhTVMDkoAB28TGRRDEhHplzqzzYAhCeDgbSKDY0giIv1SL0liwO42gGslERkcQxIR6ZdRF5JUxHOtJCIjY0giIv1SB24bbCFJhRKSeGkSIkNiSCIifXK7gcpi+b4RB24DXCuJyOAYkohIn6rOAO56wGJtmCVmNEq4Y0giMiSGJCLSJ2X6f2wKEBaubV06qvHAbSG0rQsRtRtDEhHpU7nBB20DDS1J9dVAdam2dSGidmNIIiJ9qjD49H8AiIgCYpLk+xy8TWQ4DElEpE9maEkCuFYSkYExJBGRPpUb+JIkjcUxJBEZFUMSEemT0t1m1DWSFGxJIjIshiQi0ifTdbdx1W0io2FIIiJ9UgY6G3ngNsBVt4kMjCGJiPTHWQk4y+X7pmlJYncbkdEwJBGR/iiBwhYP2OK0rUtnceA2kWExJBGR/pSfkG+NPmgbaGhJqikDaqs0rQoRtQ9DEhHpj+PiIOd4g49HAoCoeCCyi3y/nOOSiIyEIYmI9EfpmpJM0JIENBq8zS43IiNhSCIi/VG727ppWw9/4eBtIkNiSCIi/TFTdxvAwdtEBsWQRET6Y9buNoYkIkNhSCIi/VFWp2Z3GxFpiCGJiPSlprzRQpIm6W7jwG0iQ2JIIiJ9UVpboiTA1kXbuvgLW5KIDIkhiYj0xWwz24CGgduVJYCrTtu6EJHPGJKISF+U1hazdLUBQEwSEBYJQAAVxVrXhoh8xJBERPqiTP83y8w2ALBagbiLF+pllxuRYTAkEZG+mOm6bY1x8DaR4TAkEZG+qN1tJg1JbEkiMgyGJCLSFzN2twHsbiMyIIYkItIPIRotJGmykKScD0MSkWEwJBGRfjjLgdpK+b7pQhK724iMhiGJiPRD6WqLTgAiY7Sti79x4DaR4TAkEZF+mLWrDWjUklQEuN3a1oWIfMKQRET6YeaQ1CUVsFgBdx1w4azWtSEiHzAkEZF+mHVmGwCERQCxKfJ9jksiMgSGJCLSD7UlyUSXJGmMg7eJDIUhiYj0Qw1JJrq4bWMcvE1kKAxJRKQfZu5uA9iSRGQwDElEpA9mXkhSwZBEZCgBD0kLFy6ExWLB7Nmz1W1CCMybNw/p6emIjo7GyJEjsX//fo/9nE4nZs6cieTkZMTGxmLy5Mk4ceKER5nS0lLk5ORAkiRIkoScnByUlZUF+pSIKBCqS4G6C/J9s45JimNIIjKSgIakXbt24c0338TPfvYzj+2LFi3C4sWLsWzZMuzatQt2ux1jxoxBRUWFWmb27NlYu3YtcnNzsWXLFlRWVmLixIlwuVxqmalTpyI/Px95eXnIy8tDfn4+cnJyAnlKRBQojuPybewlQES0tnUJFLYkERlKwEJSZWUl7r33XqxYsQIJCQnqdiEEli5diueeew633347srKy8Pbbb+PChQt49913AQAOhwMrV67EK6+8gtGjR2PgwIFYvXo19u3bhw0bNgAADh48iLy8PPz1r39FdnY2srOzsWLFCvzv//4vDh8+HKjTIqJAKbsYkiSTDtoGPEOSENrWhYjaFLCQ9Nhjj2HChAkYPXq0x/bCwkIUFxdj7Nix6jabzYYRI0Zg69atAIDdu3ejrq7Oo0x6ejqysrLUMtu2bYMkSRg6dKhaZtiwYZAkSS3TlNPpRHl5uccPEemE42J3upShbT0CKS5Nvq2rAmoc2taFiNoUkJCUm5uLPXv2YOHChc0eKy4uBgCkpqZ6bE9NTVUfKy4uRmRkpEcLlLcyKSkpzY6fkpKilmlq4cKF6vglSZKQkWHiN2Mig3C5Bbb9eA4/fH8AAOA2c0iKjIGISQIAbNy5B9t+PAeXmy1KRHrl95B0/PhxPP7441i9ejWioqJaLGexWDx+F0I029ZU0zLeyrd2nGeffRYOh0P9OX78eKvPR0SBlVdQhOtf+hL3rNiO7747CABYuqsGeQVFGtcsMPIKinCouisAYPXnW3DPiu24/qUvTXu+FBjKF4uP8k8yaAeY30PS7t27UVJSgkGDBiE8PBzh4eHYvHkz/uu//gvh4eFqC1LT1p6SkhL1MbvdjtraWpSWlrZa5vTp082e/8yZM81aqRQ2mw3x8fEeP0SkjbyCIkxfvQdFjhoAwKUW+Xpmh6olTF+9x3TBQTnfwnq5JanbxfMtdtSY8nwpMBp/sXg8N59BO8D8HpJGjRqFffv2IT8/X/0ZPHgw7r33XuTn5+Oyyy6D3W7H+vXr1X1qa2uxefNmDB8+HAAwaNAgREREeJQpKipCQUGBWiY7OxsOhwM7d+5Uy+zYsQMOh0MtQ0T65HILzP/kABp//1VC0kmRDACY/8kB03xDbny+yvkp56ucoZnOlwKj6RcLBYN24IT7+4BxcXHIysry2BYbG4ukpCR1++zZs7FgwQL07t0bvXv3xoIFCxATE4OpU6cCACRJwoMPPog5c+YgKSkJiYmJeOqpp9C/f391IHjfvn0xfvx4TJs2DW+88QYA4KGHHsLEiRPRp08ff58WEfnRzsLzHm/0NtQi2SJPpDghkiEAFDlqsLPwPLJ7JWlUS/9pfL4NIemM+rjZzpf8z9sXC4UAYIEctMf0syPM2vrQFfKd30OSL55++mlUV1fj0UcfRWlpKYYOHYp169YhLi5OLbNkyRKEh4djypQpqK6uxqhRo/DWW28hLCxMLfPOO+9g1qxZ6iy4yZMnY9myZUE/HyJqn5IKz2/CSqtKpYiCA7EtljOqxuehhCSlu62lckSNNf1i0RSDdmAEJSRt2rTJ43eLxYJ58+Zh3rx5Le4TFRWFV199Fa+++mqLZRITE7F69Wo/1ZKIgiUlznNSh2dXm6XFckbV+DxOiEsANJxzS+WIGvM1QDNo+xev3UZEQTckMxFpUpQah5qOR7IASJOiMCQzUZsK+lnj81XOMdlSjmjIH2hmO1/yP18DNIO2fzEkEVHQhVktmDupHwA5IDQOSUpwmjupn2nGVjQ+3wrEolzIl11Jt5wz5fmS/zX9YtEUg3ZgMCQRkSbGZ6Vh+X3XwC5FIf1iSDolkmGXorD8vmswPitN4xr6V+PzPXmxy62b5axpz5f8q+kXi8YYtAPHIkToXkCovLwckiTB4XBwzSQijbjcAlWvj0V8yU58d/1S9Lr5AVO/0bvcAo7//iUST3yBI0P/hB7jZpr6fMm/8gqKMP+TAx6DuNOkKMyd1C+kgnawPr81md1GRKQIs1oQ75QXl73iin6AyQNDmNWCxPRewIkvcFnEedOfL/nX+Kw0jOlnx87C8yipqEFKnNzFxqAdGAxJRKQtVz1QflK+39XE121rrGt3+baMl0ai9guzWjjNP0g4JomItFVRBAgXYI0Auti1rk1wKBfxLTumbT2IqFUMSUSkLccJ+TY+HbCGyFuS0mLmYEsSkZ6FyDsSEemWEhSULqhQ0LWHfFtRDNQ7ta0LEbWIIYmItKV0OUkhMh4JAGKSgPBoAKKhJY2IdIchiYi0pYSkUGpJsljY5UZkAAxJRKSt0p/k24SeWtYi+DjDjUj3GJKISFtlR+XbhB7a1iPYOMONSPcYkohIO676hpaUkGtJYncbkd4xJBGRdspPymskhdlCZ40khTLDjS1JRLrFkERE2lHGI3XtHjprJCmUMUmlR7WtBxG1KMTelYhIV9RB2yE2HgkAEjLl2/KTXCuJSKcYkohIO+qg7Z6aVkMTsclARCwAwS43Ip1iSCIi7ajdbSHYkmSxAIkXW5POF2pbFyLyiiGJiLRTGsItSUDDeSthkYh0hSGJiLQTymOSgEYhiS1JRHoUrnUFiChEOSuBC2fl+6HaksTutpDjcgvsLDyPkooapMRFYUhmIsKsFq2rRS1gSCIibSiDtqMTgChJ27pohd1tISWvoAjzPzmAIkeNui1NisLcSf0wPitNw5pRS9jdRkTaUMYjheKgbYWyDEDpT4AQmlaFAiuvoAjTV+/xCEgAUOyowfTVe5BXUKRRzag1DElEpI1QvbBtY127AxYrUF8NVJ7WujYUIC63wPxPDsBbDFa2zf/kAFxuBmW9YUgiIm2E6oVtGwuLAKRu8n2OSzKtnYXnm7UgNSYAFDlqsLPwfPAqRT5hSCIibbAlSaZ2uTEkmVVJRcsBqSPlKHgYkohIG+ePyLehHpISG41LIlNKiYvyazkKHoYkIgo+t6shFCT20rQqmlNCIrvbTGtIZiLSpCi0NNHfAnmW25DMxGBWi3zAkEREwec4AbhqgbDIhjE5oYrdbaYXZrVg7qR+ANAsKCm/z53Uj+sl6RBDEhEF3/kf5duETMAapm1dtMa1kkLC+Kw0LL/vGtglzy41uxSF5fddw3WSdIqLSRJR8J27GJKSQryrDWgYk1R1BnBWALY4betDATM+Kw1j+tm54raBMCQRUfApg7YTL9O2HnoQJQHRiUD1eXmBTXuW1jWiAAqzWpDdK0nrapCP2N1GRMHHliRP6jXcftS2HkTkgSGJiIJPCQNsSZIlXS7fnvtB23oQkQeGJCIKLlc9p/83pYYktiQR6QlDEhEFl+MY4K4HwqOA+Eu1ro0+KCHp7Pfa1oOIPDAkEVFwnVNW2s4ErHwLAsDuNiKd4jsUEQXXeQ7abkb5t6g+D1zgRU6J9IIhiYiCi9P/m4uMbeh6ZGsSkW4wJBFRcHH6v3ccl0SkOwxJRBRc6vR/hiQPHJdEpDsMSUQUPPW18qrSAFuSmkruLd+eY0sSkV4wJBFR8Jw/AggXEBkHxPGCnh64VhKR7jAkEVHwnD0s3yb3Biy8qKeHxiHJ7dK2LkQEgCGJiILpzHfy7SV9tK2HHnXtDoRFAi4n4DihdW2ICAxJRBRMakvSFdrWQ4+sYQ3LInBcEpEuMCQRUfCcuRiS2JLkHcclEekKQxIRBYfb3bAGUDJDklfKDDclTBKRphiSiCg4yk8A9dWANQJI6Kl1bfTpkivl2zOHtK0HEQFgSCKiYFEGbSf1AsLCta2LXikhqeQgIIS2dSEihiQiChIO2m5b8hUALPKFbqvOaF0bopDHkEREwcFB222LjGnoiiw5qGlViIghiYiC5ezF7jYO2m5dSl/5luOSiDTHkEREgSdEo5Ykdre1qvG4JCLSFEMSEQVe5Wl5nI3FCiT11ro2+saWJCLd8HtIWrhwIa699lrExcUhJSUFt912Gw4f9lzzQwiBefPmIT09HdHR0Rg5ciT279/vUcbpdGLmzJlITk5GbGwsJk+ejBMnPJfqLy0tRU5ODiRJgiRJyMnJQVlZmb9PiYg66/TF/9+JveRxN9QyznAj0g2/h6TNmzfjsccew/bt27F+/XrU19dj7NixqKqqUsssWrQIixcvxrJly7Br1y7Y7XaMGTMGFRUVapnZs2dj7dq1yM3NxZYtW1BZWYmJEyfC5Wq48OPUqVORn5+PvLw85OXlIT8/Hzk5Of4+JSLqLCUkpV6lbT2MIPkKucWtpkxugSMi7YgAKykpEQDE5s2bhRBCuN1uYbfbxYsvvqiWqampEZIkiddff10IIURZWZmIiIgQubm5apmTJ08Kq9Uq8vLyhBBCHDhwQAAQ27dvV8ts27ZNABCHDh3yqW4Oh0MAEA6Ho9PnSUStWPOQEHPjhdi0SOuaGMN/DpT/vX74UuuaEOlSsD6/Az4myeFwAAASExMBAIWFhSguLsbYsWPVMjabDSNGjMDWrVsBALt370ZdXZ1HmfT0dGRlZalltm3bBkmSMHToULXMsGHDIEmSWoaIdEJtSeqnbT2MguOSiHQhoCFJCIEnn3wS119/PbKysgAAxcXFAIDU1FSPsqmpqepjxcXFiIyMREJCQqtlUlJSmj1nSkqKWqYpp9OJ8vJyjx8iCjBXXcNCkuxu803KxTB5ukDbehCFuICGpBkzZuDbb7/Fe++91+wxi8Xi8bsQotm2ppqW8Va+teMsXLhQHeQtSRIyMjJ8OQ0i6oxzPwCuWiAyDpC6a10bY7D3l2+L92lbD6IQF7CQNHPmTHz88cfYuHEjunXrpm632+0A0Ky1p6SkRG1dstvtqK2tRWlpaatlTp9uPqjxzJkzzVqpFM8++ywcDof6c/z48Y6fIBH5pnFXm5WrjvhECUklB+WWOCLShN/fsYQQmDFjBj744AN8+eWXyMzM9Hg8MzMTdrsd69evV7fV1tZi8+bNGD58OABg0KBBiIiI8ChTVFSEgoICtUx2djYcDgd27typltmxYwccDodapimbzYb4+HiPHyIKMKXLiF1tvkvoCdji5RY4ZaVyIgo6v1+K+7HHHsO7776Ljz76CHFxcWqLkSRJiI6OhsViwezZs7FgwQL07t0bvXv3xoIFCxATE4OpU6eqZR988EHMmTMHSUlJSExMxFNPPYX+/ftj9OjRAIC+ffti/PjxmDZtGt544w0AwEMPPYSJEyeiTx9e9oBIN04fkG9TOGjbZxaL3Jp09N9ylxsDJpEm/B6Sli9fDgAYOXKkx/ZVq1bhgQceAAA8/fTTqK6uxqOPPorS0lIMHToU69atQ1xcnFp+yZIlCA8Px5QpU1BdXY1Ro0bhrbfeQlhYmFrmnXfewaxZs9RZcJMnT8ayZcv8fUpE1Blqd1uWtvUwCJdbYGfheaSEZaIX/g33qW9gvfpuratFFJIsQoTukq7l5eWQJAkOh4Ndb0SBUHUOePky+f4zx4AoSdv66FxeQRHmf3IARY4a3Bm2CS9HvImvLVk4+8v/wfisNK2rR6Qbwfr85ihKIgqcor3ybdLlDEhtyCsowvTVe1DkqAEA7Hf3BABc7i7E9NW7kVdQpGHtiEITQxIRBc6piyEpbYCm1dA7l1tg/icH0LhZ/3vRDbUiDF0tVUjHOcz/5ABc7pBt+CfSBEMSEQXOqXz5Nn2AlrXQvZ2F59UWJEUdwvGDkJdP6Ws9iiJHDXYWnteiekQhiyGJiAKn6Bv5Nn2gtvXQuZKKGq/b97t7AAD6WwtbLUdEgcGQRESBUXUWcMgLtu6s7oaP8k9i24/n2GXkRUpclNft3wp50PvVlh9bLUdEgeH3JQCIiACoXW1HLemY8vZ+dXOaFIW5k/pxtlYjQzITkSZFodhR4zEuKd99OQDgauuPSIu3YUhmojYVJApRbEkiooD4Lv9fAIC99T09thc7ajB99R7O1mokzGrB3EnyYpuNrzx5SHSHU0QgwVKJl26KRZi19etbEpF/MSQRkd+53AJFB7cCAPa5PS9NpLSUcLaWp/FZaVh+3zWwSw1danUIx3dWucvtxlhea5Io2NjdRkR+t/PIOfRzHQYsDV1GjQlAna2V3Ssp+BXUqfFZaRjTz46dhedRUlGDlLgoXPXdTcCOw8CJr4GfTdG6ikQhhSGJiPyu8vSPuMTiQK0IQ4HIbLEcZ2s1F2a1eAbHC9cCO14HTn6tXaWIQhS724jI73peKAAAFIhMOBHZYjnO1vLBpYPk2+J9QL1T27oQhRiGJCLyu17OAwCAPe7eXh+3QJ7lxtlaPkjoCcQkAa5aOSgRUdAwJBGR31lP7AQA7HFfgabzsZTf507qx9lavrBYgEsHy/dP7NK2LkQhhiGJiPzLWQmclrvb7vzF7R6ztQDALkVh+X3XcJ2k9sgYIt8e26ZtPYhCDAduE5F/ndoDCDcgZeCmawdgyyDhMVtrSGYiW5Daq8d18u3RrYAQcusSEQUcQxIR+dfRi60d3a4F4GW2FrXfpdcA4VFA1Rng7PfAJVdoXSOikMDuNiLyr5/klbaReYO29TCTcJsaOnH039rWhSiEMCQRkf/UVQPH5UHb6HmjtnUxmx7D5dujW7WtB1EIYUgiIv85vhNwOYG4NCCpl9a1MRc1JP1bHpdERAHHMUlE5D9KV1vPGzi42N+6DQGs4UD5SaD0JyCx5ZXMKbS53Jws4S8MSUTkP4UcjxQwkTHyuKRj24AjmxiSyKu8giLM/+QAihwNl/xJk6Iwd1I/LrvRAexuIyL/qK0CTu6W7/dkSAqIXjfLtz9+oW09yCuXW2Dbj+fwUf5JbPvxHFzu4HaL5hUUYfrqPR4BCQCKHTWYvnoP8gqKglofM2BLEhH5R+G/AHcdIHWXL6VB/tdrFLDxBeDIV4CrHgjjW7heaN2C43ILzP/kALzFMgF5pfv5nxzAmH52dr21A1uSiMg/vl8n3/Yew/FIgZI+AIhOAJwOFOz8QrMWC/KkhxacnYXnmz1/YwJAkaMGOwvPB7wuZsKQRESdJwTw/Xr5fu+x2tbFzKxhKErKBgB88el7eDw3H/es2I7rX/qSXSkaaasFB5BbcAIdZEsqWg5IHSlHMoYkIuq8M4cBxzEgzAZkcn2kQMkrKMLiwm4AgBHWb9XtHHOiHb204KTERbVdqB3lSMaQREQdpgxULdj8TwCA6HmDPAuL/E5psdjsuhoA8DPLEVyCUgDBbbEgT3ppwRmSmYg0KQotdXRbII+RGpKZGNB6mA1DEhF1SF5BEa5/6Uvcs2I7Kr79DACw+GgPtmYEiNJiUYIE7HVfDqtFYGzYbvVxjjnRhl5acMKsFsyd1A8AmgUl5fe5k/px0HY7MSQRUbs1HqiaiHJcaz0EAPioKovdPgHSuCXic9dgAMA4665Wy1GDQE3P11MLzvisNCy/7xrYJc9AZpeisPy+a7hOUgdw/igRtUvTgarjwnYh3OLGPndPHBOpnGocII1bIj53X4tnkIts6wHEoxLl6OK1HMkCOT1facGZvnoPLIDHAG4tWnDGZ6VhTD87V9z2E7YkEVG7NB2o+nPrDgDAp65hANjtEyiNWywKRRoOu7shwuLCzdZ8AKE95qS1VqJgTM/XWwtOmNWC7F5JuHXApcjulcSA1AlsSSKidmncnZOIcgy37gcAfOoe2mI56rymLRZ57mvRx3oCE8J24CP39QBCc8xJa61EY/rZfV5gEUCbrS+tXRONLTjmxJBERO3SuDtnfNguhFkEvnVn4rhIbbEc+YfSYjH/kwP4pDwbj4evxQhrPvrE12L25GEhN+ZEaSVqGoKUVqLZo3v7ND1/2Zc/IHfXsVa743zpslNacMg8LEKIkJ0vWl5eDkmS4HA4EB8fr3V1iAzB5Ra4/qUvUeyowfuR8zHEehgv1t2N112TAcjfzu1SFLb87mZ+iw4QpUWj7yeT0LVsP9zjF8E67GGvZczaqqH8HbYUgiwApOgIlFXXdej4yr/U8vuuAQCvYaxxmVALqFoL1uc3W5KIqF2Ubp+X3/lfDLEehktYsNYld/dwqnFwqC0Ww34F5P0O1m9zgUYhSevriAWDL4s4djQgKftbAMz7eD8AC6+JFqI4cJuI2m18VhpW9Jen/W9yD8BpyIOFOdU4yPrfAVjDgVN75FXPoY/riAWDr2PeukZHtDg9vy0CQHG5E8Xl2q+oTdpgSxIRtZ+rDped/AgAcOnND+M/EwaYsktH92KT5WvlHf4M2P0WXGMX+HWgsl546zr0dczb/3ddJpZu+M7r9Hx/jjXhRAVzYkgioha1OK7l8P8BVWeA2BRceeMduDIsQuuqhq7BD8ohae9qfN1zut8GKutFS12Hf5zQF2lSFIodNV7DjjI2bsbNl6OPvUuzY9ilKNx9bQaWbPjeL/XkRAVzYkgiIq9aHdey8zV5w8D7AAYkbfW6GUi6HDj3A6IO/ANA3zZ3WbLhu2bblO44PXWXtjZ77bF39+KhGzPx5leFbS7i2NL0fADI3XW81aCVGm8DYMHp8tbDWCiuTxUKOCaJiJppbVzL6+/8Azi2DbBGAEMe0qiGpLJagSHyoO0rfnoHFrg7dBi9XSS36crujSnbPv6mCH+Z6tsijt4WWPTlemfzJl+FeZN5TbRQxZYkIvLQ1ofTb8Lli9m6s34Ja7w+WhxC3oB7gC+eR3T5EUzpsg//qLy6Q+NtGg9Czu6VpOkyAr7MXity1CAhNhJbfndzh+vZeO2ppt1xjbsffSlD5sOQREQeWvtwusJyXL0Myb7uObg6mBWjltnigKEPAf96Bc/FfoR/VvYHYO3wQOWSihrNlxHwdSB0SUVNpxdx9GW1bK6oHZoYkojIQ2sfTrPD18BqEfjMNQR14ZkMSXqSPQPY8SbiHYew5qbzeHRPtw4PVP7p7AUs3fBdiytZK11ZvrQ0tVWmpcd9HQjtrwHTvgQtrqgdehiSiMhDSx86/S1H8POwnXALC5bU34HnOZtHX2ISgWGPAF+9jIE/LMeW3/4LO4+Wd2ig8ns7j7W5jIDbDfzp09ZbmtpqjWrrumu+zF7jgGkKJF6WhJcloRDV0jf4xpcdUd4cLHBjTeQ8XGP9AWtd12NRzJO87IgeVZcC/3UNUH0eGP8iMGx6syLKoHzA+4yw2aN7d3hafHsu5aHMTGvtUh/KMVqqq55m4lFwBevzmyGJIYlCkC/f8Bt/ON0Rthl/jngDlSIKo5yvYP59o/jhpFdfrwL+dzZgiwdmfA3EpTYr0trr76x34/Hc/A4/feNp862tVG21AC1Nomt8/b/1B4pNf4kVLRj92n4MSUHAkEShqKW1Z5p+O1c+SOsdRVhn+x0SLJVYFvYrXP6L3/PDSc/cLmDFzUBRPtDvNuDOtwBL8w+/lj4kt/14Dves2B7sWnv13rRhms+yMyOtB+X7A0NSEDAkkZl5+2AB0OaV05Vv8GFWC1wuN8pX3oaEU5tRmXgVoqdvRFiELYhnQR1ycg+wcgzgrgduWw4MmOrzrt66W7Xyn3cPwK0DLtW4Fubi65ckvQvW5zcHbhMZUFvfrFv6pnj3tRk+rT2jrJMTtv1VJJzaDITZ0OXu/wYYkIzh0muAkc8CX/4J+Oy3QLdrgeTePu2qLLA4ffWegF/vrC281Id/tbUGWuNr+7GlTsaQRKQzHQ1ATccTeZu+7euA3JKKGuD7DcCGefKGcS8AKVd28swoqK5/AvjxS+Dov4F3pwAPbgBifZu+3toCi3+c0Bd/+vRgpy7lAchjkoTwHro4cy0wfF2gc2fheQzJTGQXJxiSiIKutRDUmQA0ffUe/GXqQPzp04OtXsrBF5dV7wc+fQAQbuCaXwHX/qa9p0las4bJ45H+Ogo4fwTInQrctwawdfFp99YWT7RaLS22NAHypTwAtFpm2g2+XXeN/MfXBTrXHyjGk//IN/SYJX/hmCSOSTKEYAzcDOTCeIrWQhDQ+pRpJQC1Np4oITYC56vqOvxvYAEwOu4o3rQuhMVZDlx2EzD1fSCc3WyGVXIIWDkWcDqAjGHAvf8AoqROH9aXwb+dWScp1D6Mg6Ezg/K9jVnq7PthZ8pUVVZw4HagMSTpQ2e7l3w5RltlgvGG39qASQGga0wEyi54Dzj+CEDejtn0G/xE61YsjXoTYe5aoMf1wL3/BCJj/PacpJETXwOrbwdqHEBqFnDXaiAxs9OHDcYXC/IfXwbl+2tpBn+8p7ZW5qmbMnBHdh+GpEDSKiQFI33r5RhtlelMsAAaFpzrzH9GoPUWHH8sjNdWK1CwPTH6CuTuOqbWJxo1+P9j3scv3Z/LBa64BfjlX33umiEDKPpWDkpVZ+SWpEn/KS8R4GV5ADKv1hYT9TUMPDH6Cq+XrenIQqEdLeN2XsCxpVMYkgKpIyEpkN0t/krfejlGW2WAzncvSTERcFyo6/B/NF9acPyxMJ6/W4FakxgbidKq2lYHxG753c0AgJ1HziH88Ifof3ApoiqPy4WGzwJGz5PHtJC5OE4C//gVcPJr+fc+PwdGzwcuuULbelFQtfS+/PMsO1b++6c29+8aHYGy6pbfz9p6P2zrPdWXMm7nBRxnSAqs9oakQHa3AP5J33o5hj/CiT/G1/gScIzElwD0xwn98Ni7bVzK4cpEYP9aYPtrQNE38gPxlwK3/gXodVMAz4A0V+8E/vUK8K/FgLsOsFiBrDuAIdPkpQLYshQSvH2h31l4XjcLibaFISkI2hOSOhtwfOlu6Wz61ssxzBhOtNauANRCYO8b78SCQRUYWLUVOPx/8kBeAIiIBa57HBg+A4iMDcr5kA6UHAS++BNw+NOGbcl9gL4TgctHy4EpLEK7+lHQtTVmyQJAaqMVKVgYknz02muv4eWXX0ZRURGuuuoqLF26FDfccINP+/oakpQ/nM4EnGB2t5A+tdUKpHQdAu0PQGqL5RWSPOak6gzc5wtx8odvYTn/I5LKDyC6vNDzSeMvBa59ELjmAZ/XzyETOrUX2LlCblmsu9CwPTxKHuSddrW8EGXXHkDX7kBcGhDdld2xJhXICyD7E0OSD95//33k5OTgtddew3XXXYc33ngDf/3rX3HgwAF07969zf3VkPThM4iPbTLFudE/y8myanz8zSkADX8ozXn/Z7S0uN27lsr781itPYe/juOvOkVFWOGsc7fjudv3b9R6nWTRkVYAFlTXulosb7HA42+m6WPREWG4upuE7YXnW3zeYZfJC+d9c9yB6rp6dXtMRBh+1q0rLu0aLV9mor4GovYCKior4K69gEhRi2jUwHLhPFBX1cqZArjkSnlaf79bgYwh/KCjBjXlwOHPgB82AD98AVSfb718lAREJwJR8XKgCrc1uo2WW6EsFrk7r9Wfi2WCKshdigbrwjxyphJbfjiHSmfD+1AXWziuvzwJPZO7YPX2ox6PNdXWIPDYyDAAFlTVtnyMtspUO2vx1J//wZDUmqFDh+Kaa67B8uXL1W19+/bFbbfdhoULF7a5vxqSnolDvM1Yf8RELQqzAbGXAF0zgKReQFJvIKUf0G0wEMMVjMkHbjdQWii3MhV/C5wvBMqOAWVHgepSrWtHhHKngPRiBa/d1pLa2lrs3r0bzzzzjMf2sWPHYuvWrV73cTqdcDqd6u/l5eXyncHTgKYtSYCa/k+VVePTfUXqZtHCt5CW2zbk8tERYaipczUq53kcJX23dJzYyDAIWL0ma2Wfpgm+cV0taEjnlbUur8+jXL+n6fkox2l8jKra+hb/LRqex0tdhbxPVGQYai62zjStKwBMujoNvVPi8H1JJTYeLkFFTcOx4qLCMfLKVADAJ/mnPOorYFGPNHlAOgDg44tlGrdJKWVuHZAOWCz44mDz57i5byr6pMYBAA6frlDLiEZlRvdNRR97HA4XV2C9l2OM6ZeKPvaG/8RuARw/fwGVzjrE2iLRPTEGXpeF8fbt0xIGREQBETHyt/aIGCAiWv6JSZTDUWQXw31zJZ2xWi8G7F5A/zs8H3PVAdVlcktTdancAuVyygPC62su/jgBV+3F6464G902/XEBbpfXKmjKr20Hhm2HaNVPZ6uwvfAcqpwNr1+sLQzDMpPQMzm2zcd9OUZrZa66LA7AGwE+SwOHpLNnz8LlciE1NdVje2pqKoqLi73us3DhQsyfP7/5A2PmAq0k0VS3wH8faXsBrrauQ9TWoFtl8HdLjy+/u2HGmN6P4VOZX7a+xlHvi8sI9AZwWStLK1zVt+UxOldcPEaWD2V6tbF8Qx8Al7dSpq3HFVYAPUBkUGERQJdL5B8KWT0BZLTyftfW450tU1VZATwU+JBk2O62U6dO4dJLL8XWrVuRnZ2tbn/hhRfw97//HYcOHWq2j7eWpIyMjHbNbgM6GCx8GXSrozWOgrFOUntWy26Lvxa+JCIi/QvWYtCGDUm1tbWIiYnBP//5T/ziF79Qtz/++OPIz8/H5s2b2zxGsNdJUhhltexgrLhNRETUXgxJPhg6dCgGDRqE1157Td3Wr18/3Hrrre0buB3EFbeJiIioc4IVkgw7JgkAnnzySeTk5GDw4MHIzs7Gm2++iWPHjuGRRx4J2HOGWS3I7tXymjJtPU5ERETGYOiQdNddd+HcuXN4/vnnUVRUhKysLHz22Wfo0YPDYomIiKhzDN3d1lnBaq4jIiIi/wnW53ewlzklIiIiMgSGJCIiIiIvGJKIiIiIvGBIIiIiIvKCIYmIiIjIC4YkIiIiIi8YkoiIiIi8YEgiIiIi8oIhiYiIiMgLQ1+WpLOUxcbLy8s1rgkRERH5SvncDvRFQ0I6JJ07dw4AkJGRoXFNiIiIqL3OnTsHSZICdvyQDkmJiYkAgGPHjgX0H1lvysvLkZGRgePHj4fUNet43jzvUMDz5nmHAofDge7du6uf44ES0iHJapWHZEmSFFJ/XIr4+HiedwjheYcWnndoCdXzVj7HA3b8gB6diIiIyKAYkoiIiIi8COmQZLPZMHfuXNhsNq2rElQ8b553KOB587xDAc87sOdtEYGeP0dERERkQCHdkkRERETUEoYkIiIiIi8YkoiIiIi8YEgiIiIi8sLUIemFF17A8OHDERMTg65du3otc+zYMUyaNAmxsbFITk7GrFmzUFtb2+pxnU4nZs6cieTkZMTGxmLy5Mk4ceJEAM7APzZt2gSLxeL1Z9euXS3u98ADDzQrP2zYsCDWvPN69uzZ7ByeeeaZVvcRQmDevHlIT09HdHQ0Ro4cif379wepxp33008/4cEHH0RmZiaio6PRq1cvzJ07t82/ayO+3q+99hoyMzMRFRWFQYMG4V//+ler5Tdv3oxBgwYhKioKl112GV5//fUg1dQ/Fi5ciGuvvRZxcXFISUnBbbfdhsOHD7e6T0v//w8dOhSkWnfevHnzmtXfbre3uo/RX2vA+/uXxWLBY4895rW8UV/rr776CpMmTUJ6ejosFgs+/PBDj8c7+p68Zs0a9OvXDzabDf369cPatWvbXTdTh6Ta2lrceeedmD59utfHXS4XJkyYgKqqKmzZsgW5ublYs2YN5syZ0+pxZ8+ejbVr1yI3NxdbtmxBZWUlJk6cCJfLFYjT6LThw4ejqKjI4+c3v/kNevbsicGDB7e67/jx4z32++yzz4JUa/95/vnnPc7hD3/4Q6vlFy1ahMWLF2PZsmXYtWsX7HY7xowZg4qKiiDVuHMOHToEt9uNN954A/v378eSJUvw+uuv4/e//32b+xrp9X7//fcxe/ZsPPfcc9i7dy9uuOEG3HLLLTh27JjX8oWFhfj5z3+OG264AXv37sXvf/97zJo1C2vWrAlyzTtu8+bNeOyxx7B9+3asX78e9fX1GDt2LKqqqtrc9/Dhwx6vbe/evYNQY/+56qqrPOq/b9++Fsua4bUGgF27dnmc8/r16wEAd955Z6v7Ge21rqqqwtVXX41ly5Z5fbwj78nbtm3DXXfdhZycHHzzzTfIycnBlClTsGPHjvZVToSAVatWCUmSmm3/7LPPhNVqFSdPnlS3vffee8JmswmHw+H1WGVlZSIiIkLk5uaq206ePCmsVqvIy8vze90Doba2VqSkpIjnn3++1XL333+/uPXWW4NTqQDp0aOHWLJkic/l3W63sNvt4sUXX1S31dTUCEmSxOuvvx6AGgbHokWLRGZmZqtljPZ6DxkyRDzyyCMe26688krxzDPPeC3/9NNPiyuvvNJj28MPPyyGDRsWsDoGWklJiQAgNm/e3GKZjRs3CgCitLQ0eBXzs7lz54qrr77a5/JmfK2FEOLxxx8XvXr1Em632+vjZnitAYi1a9eqv3f0PXnKlCli/PjxHtvGjRsn7r777nbVx9QtSW3Ztm0bsrKykJ6erm4bN24cnE4ndu/e7XWf3bt3o66uDmPHjlW3paenIysrC1u3bg14nf3h448/xtmzZ/HAAw+0WXbTpk1ISUnBFVdcgWnTpqGkpCTwFfSzl156CUlJSRgwYABeeOGFVrudCgsLUVxc7PH62mw2jBgxwjCvrzcOh8OnC0Ea5fWura3F7t27PV4nABg7dmyLr9O2bdualR83bhy+/vpr1NXVBayugeRwOADAp9d24MCBSEtLw6hRo7Bx48ZAV83vvv/+e6SnpyMzMxN33303jhw50mJZM77WtbW1WL16NX7961/DYrG0Wtbor3VjHX1PbulvoL3v4yEdkoqLi5GamuqxLSEhAZGRkSguLm5xn8jISCQkJHhsT01NbXEfvVm5ciXGjRuHjIyMVsvdcssteOedd/Dll1/ilVdewa5du3DzzTfD6XQGqaad9/jjjyM3NxcbN27EjBkzsHTpUjz66KMtlldew6Z/F0Z6fZv68ccf8eqrr+KRRx5ptZyRXu+zZ8/C5XK163Xy9v89NTUV9fX1OHv2bMDqGihCCDz55JO4/vrrkZWV1WK5tLQ0vPnmm1izZg0++OAD9OnTB6NGjcJXX30VxNp2ztChQ/G3v/0Nn3/+OVasWIHi4mIMHz4c586d81rebK81AHz44YcoKytr9cutGV7rpjr6ntzS30B738fD21VaB+bNm4f58+e3WmbXrl1tjrVReEvkQog2k7o/9umsjvxbnDhxAp9//jn+8Y9/tHn8u+66S72flZWFwYMHo0ePHvj0009x++23d7zindSe837iiSfUbT/72c+QkJCAO+64Q21daknT11KL17epjrzep06dwvjx43HnnXfiN7/5Tav76vX1bk17Xydv5b1tN4IZM2bg22+/xZYtW1ot16dPH/Tp00f9PTs7G8ePH8ef//xn3HjjjYGupl/ccsst6v3+/fsjOzsbvXr1wttvv40nn3zS6z5meq0B+cvtLbfc4tHz0ZQZXuuWdOQ92R/v44YLSTNmzMDdd9/dapmePXv6dCy73d5sEFdpaSnq6uqaJdDG+9TW1qK0tNSjNamkpATDhw/36Xn9pSP/FqtWrUJSUhImT57c7udLS0tDjx498P3337d7X3/qzN+AMlvrhx9+8BqSlBkzxcXFSEtLU7eXlJS0+DcRLO0971OnTuGmm25CdnY23nzzzXY/n15eb2+Sk5MRFhbW7Ftha6+T3W73Wj48PLzVwKxHM2fOxMcff4yvvvoK3bp1a/f+w4YNw+rVqwNQs+CIjY1F//79W/zbNNNrDQBHjx7Fhg0b8MEHH7R7X6O/1h19T27pb6C97+OGC0nJyclITk72y7Gys7PxwgsvoKioSP3HX7duHWw2GwYNGuR1n0GDBiEiIgLr16/HlClTAABFRUUoKCjAokWL/FIvX7X330IIgVWrVuFXv/oVIiIi2v18586dw/Hjxz3+ULXQmb+BvXv3AkCL55CZmQm73Y7169dj4MCBAOSxAJs3b8ZLL73UsQr7SXvO++TJk7jpppswaNAgrFq1ClZr+3vW9fJ6exMZGYlBgwZh/fr1+MUvfqFuX79+PW699Vav+2RnZ+OTTz7x2LZu3ToMHjy4Q/8ftCCEwMyZM7F27Vps2rQJmZmZHTrO3r17dfm6+srpdOLgwYO44YYbvD5uhte6sVWrViElJQUTJkxo975Gf607+p6cnZ2N9evXe/QmrFu3rv2NGe0a5m0wR48eFXv37hXz588XXbp0EXv37hV79+4VFRUVQggh6uvrRVZWlhg1apTYs2eP2LBhg+jWrZuYMWOGeowTJ06IPn36iB07dqjbHnnkEdGtWzexYcMGsWfPHnHzzTeLq6++WtTX1wf9HNtjw4YNAoA4cOCA18f79OkjPvjgAyGEEBUVFWLOnDli69atorCwUGzcuFFkZ2eLSy+9VJSXlwez2h22detWsXjxYrF3715x5MgR8f7774v09HQxefJkj3KNz1sIIV588UUhSZL44IMPxL59+8Q999wj0tLSDHPeJ0+eFJdffrm4+eabxYkTJ0RRUZH605jRX+/c3FwREREhVq5cKQ4cOCBmz54tYmNjxU8//SSEEOKZZ54ROTk5avkjR46ImJgY8cQTT4gDBw6IlStXioiICPE///M/Wp1Cu02fPl1IkiQ2bdrk8bpeuHBBLdP0vJcsWSLWrl0rvvvuO1FQUCCeeeYZAUCsWbNGi1PokDlz5ohNmzaJI0eOiO3bt4uJEyeKuLg4U7/WCpfLJbp37y5+97vfNXvMLK91RUWF+vkMQH3fPnr0qBDCt/fknJwcj5mt//73v0VYWJh48cUXxcGDB8WLL74owsPDxfbt29tVN1OHpPvvv18AaPazceNGtczRo0fFhAkTRHR0tEhMTBQzZswQNTU16uOFhYXN9qmurhYzZswQiYmJIjo6WkycOFEcO3YsiGfWMffcc48YPnx4i48DEKtWrRJCCHHhwgUxduxYcckll4iIiAjRvXt3cf/99xviPBW7d+8WQ4cOFZIkiaioKNGnTx8xd+5cUVVV5VGu8XkLIU85nTt3rrDb7cJms4kbb7xR7Nu3L8i177hVq1Z5/btv+p3IDK/3X/7yF9GjRw8RGRkprrnmGo+p8Pfff78YMWKER/lNmzaJgQMHisjISNGzZ0+xfPnyINe4c1p6XRv//TY975deekn06tVLREVFiYSEBHH99deLTz/9NPiV74S77rpLpKWliYiICJGeni5uv/12sX//fvVxM77Wis8//1wAEIcPH272mFlea2XpgqY/999/vxDCt/fkESNGqOUV//znP0WfPn1ERESEuPLKKzsUFi1CXBzNRkRERESqkF4CgIiIiKglDElEREREXjAkEREREXnBkERERETkBUMSERERkRcMSUREREReMCQRERERecGQREREROQFQxIRERGRFwxJRERERF4wJBERERF5wZBERERE5MX/A81s+WTKVwqLAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QXAvoQoD4NM8+NxMgIr/nVAK0f/9+VFVVISMjA0FBQQgKCkJhYSF+97vfISgoSOn56d5LU1VVpdxnMBjQ2tqKmpoau23Onz/f4/kvXLjQo3dJFhoaiujoaKsvIvJhlR3r8AwdBwSFePa55RlnlSWefV4i8hinEqCZM2fi0KFDKCkpUb4mT56MH/7whygpKcEVV1wBg8GAgoIC5TGtra0oLCzEtGnTAAAZGRkIDg62alNZWYnS0lKlTVZWFkwmE/bt61yOfu/evTCZTEobIvJzxkPSZeJV9tu5gzwTrOY74PIlzz8/EbldkDONo6KikJ6ebnVbZGQkhgwZotyem5uL1atXY+zYsRg7dixWr16NiIgILF68GACg1+vxwAMPYPny5RgyZAhiY2Px1FNPYeLEiUpR9fjx45GdnY0lS5bgjTfeAAA8+OCDmD9/PlJTUwd80kTkA+SVmA0qJEDhMUBMClBTLvUCjb7Z8zEQkVs5lQA54umnn0ZTUxMeffRR1NTUIDMzE1u3bkVUVJTSZu3atQgKCsKiRYvQ1NSEmTNn4u2334ZOp1PavPvuu3j88ceV2WILFy7EunXrXB0uEXkruQdIjQQIkHqeasqlOJgAEfkdjRBCqB2EO9TV1UGv18NkMrEeiMjXNFYDv7pCuv7MGSBMhf/Dhb8Ctv8SmLgI+K8Nnn9+ogDlqc9v7gVGRN5HHv6KSVEn+QEAw0Tp8nypOs9PRG7FBIiIvI+aBdAyQ0e948VvgLZm9eIgIrdgAkRE3kcpgJ6oXgzRw4CwwYClHbhwVL04iMgtmAARkfdRCqCvVi8GjYbDYER+jAkQEXmX1svSsBOgbg8QACR0DIMZmQAR+RsmQETkXaqOAMICRA4FogzqxiLXAbEHiMjvMAEiIu9i7NiB3TBRGoZSk9IDdEjanJWI/AYTICLyLucPS5cJ6fbbecLQcYA2SNqUte6s2tEQkQsxASIi71J1RLpMmKBuHAAQHAbEXSldlwuzidzIbBHYc6IaH5WcxZ4T1TBb2PPoLi7fCoOIqN+E6OwBik9TNxZZQjpQVSYVQqfOUzsa8mP5pZVY9UkZKk2d604l6sOwYkEastMTVYzMP7EHiIi8R71RGm7SaDt7XtSmFEKzB4jcJ7+0Eo9sOmCV/ACA0dSMRzYdQH5ppUqR+S8mQETkParKpMvY0dLwkzeQa5HknikiFzNbBFZ9UgZbg13ybas+KeNwmIsxASIi7yEnQAleMvwFdA7FXTrJLTHILfaVX+rR89OVAFBpasa+8kueCyoAMAEiIu8hF0B7S/0PIK1FFDZYWptIXqCRyIWq6h1LrB1tR45hAkRE3sPbCqABaS2i+PHSde4JRm4QH+XYcK+j7cgxTICIyDtYzMCFY9J1b0qAgM4ESB6iI3KhKSmxSNSHobdlPzWQZoNNSYn1ZFh+jwkQEXmHmu+A9iYgKAyITVE7GmtyQiYP0RG5kE6rwYoF0u9Y9yRI/n7FgjTotCqvjO5nmAARkXeQe1eGpgJanbqxdDd0nHTJBIjcJDs9EevvnQSD3nqYy6APw/p7J3EdIDfgQohE5B2UAmgvWAG6O3kIrPYU0NIAhA5SNx7yS9npiZidZsC+8kuoqm9GfJQ07MWeH/dgAkRE3kEpgB6vbhy2RMYBkfFAY5VUpzQ8Q+2IyE/ptBpkjR6idhgBgUNgROQdvHEKfFfKTDAOgxH5AyZARKS+9hag+lvpujctgtiVMhOMCRCRP2ACRETqu/gNIMxAmB6I8tJiTyZARH6FCRARqa9rAbTGSws+ORWeyK8wASIi9clT4OPHqRuHPUNTpcv6c0BTraqhENHAMQEiIvVd6Nhja6gXJ0BheiB6uHSdW2IQ+TwmQESkvosdW2DEXaluHH3hlhhEfoMJEBGpq70VuFQuXZeHmbxVPFeEJvIXTICISF2XTkgzwEKivHcGmIyF0ER+gwkQEalL3gF+aKr3zgCTyT1UcsxE5LOYABGRuromQN5OrlFqrAKaatSNhYgGhAkQEanLVwqgASA0qstMsG/UjYWIBoQJEBGpS5kC7wM9QAAwtCNRu8hhMCJfxgSIiNRjMQPVx6XrvtADBABxrAMi8gdMgIhIPbWngfZmQBcKxIxSOxrHyD1ATICIfBoTICJSz8WO4a8hYwCtTt1YHCX3AHEIjMinMQEiIvUoM8B8ZPgL6Nyuo/YM0NqobixE1G9MgIhIPXIvijfvAdZd5BAgYggAAVw8rnY0RNRPTICISD0XfGgKfFfKMBinwhP5KiZARKQOIXxvCryMhdBEPo8JEBGpo+E80GICNFqpCNqXyEN2LIQm8llMgIhIHXLvScwoIChU1VCcJg/ZcTVoIp/FBIiI1CHXz8T52PAX0Dlkd+kEYG5TNxYi6hcmQESkDl+cAi+LHgaEDAIs7cClk2pHQ0T9wASIiNThi1PgZRpNl2Ew1gGRxGwR2HOiGh+VnMWeE9UwW4TaIZEdQWoHQEQB6oIPD4EB0jDYuQMshCYAQH5pJVZ9UoZKU7NyW6I+DCsWpCE7PVHFyKg37AEiIs9rqgUajNL1uLGqhtJv7AGiDvmllXhk0wGr5AcAjKZmPLLpAPJLK1WKjOxhAkREnicXQEclAWHR6sbSX0O5KzxJw16rPimDrcEu+bZVn5RxOMwLMQEiIs/z5QJombIW0HHAYlE3FlLNvvJLPXp+uhIAKk3N2Fd+yXNBkUOYABGR58l1M75a/wMAg0cCuhCgvQkwnVE7GlJJVX3vyU9/2pHnOJUArV+/HldddRWio6MRHR2NrKws/POf/1TuF0Jg5cqVSEpKQnh4OGbMmIHDhw9bHaOlpQXLli1DXFwcIiMjsXDhQlRUVFi1qampQU5ODvR6PfR6PXJyclBbW9v/syQi76JsgeHDPUC6oM4VrLknWMCKjwpzaTvyHKcSoOHDh+PFF1/El19+iS+//BI333wzbr31ViXJefnll/HKK69g3bp1KC4uhsFgwOzZs1FfX68cIzc3F1u2bEFeXh527dqFhoYGzJ8/H2azWWmzePFilJSUID8/H/n5+SgpKUFOTo6LTpmIVOfLU+C7Ugqhj6obB6lmSkosEvVh0PRyvwbSbLApKbGeDIscoBFCDKgyKzY2Fr/61a/w4x//GElJScjNzcXPfvYzAFJvT0JCAl566SU89NBDMJlMGDp0KP785z/jrrvuAgCcO3cOycnJ+OyzzzB37lwcOXIEaWlpKCoqQmZmJgCgqKgIWVlZOHr0KFJTHesyr6urg16vh8lkQnS0jxZZEvmjtibghUQAAnjqW2DQULUj6r/tq4HCl4Brc4Bb16kdDalEngUGwKoYWk6K1t87iVPhneCpz+9+1wCZzWbk5eWhsbERWVlZKC8vh9FoxJw5c5Q2oaGhmD59Onbv3g0A2L9/P9ra2qzaJCUlIT09XWmzZ88e6PV6JfkBgKlTp0Kv1yttbGlpaUFdXZ3VFxF5oepvAQggPAaIjFM7moGRZ4JxCCygZacnYv29k2DQWw9zGfRhTH68mNMLIR46dAhZWVlobm7GoEGDsGXLFqSlpSnJSUJCglX7hIQEnDp1CgBgNBoREhKCmJiYHm2MRqPSJj4+vsfzxsfHK21sWbNmDVatWuXs6RCRp13oUgCt6W3gwEfEdZkKL4Tvnw/1W3Z6ImanGbCv/BKq6psRHyUNe+m0/J3wVk4nQKmpqSgpKUFtbS0++OAD3HfffSgsLFTu13R7AxBC9Litu+5tbLXv6zjPPvssnnzySeX7uro6JCcn93k+ROQ+Zovo+YHgD1PgZUPGABot0FwLNF4ABvX8440Ch06rQdboIWqHQQ5yOgEKCQnBmDHSzIfJkyejuLgYv/3tb5W6H6PRiMTEzu6+qqoqpVfIYDCgtbUVNTU1Vr1AVVVVmDZtmtLm/PnzPZ73woULPXqXugoNDUVoaKizp0NEbtLb1gBb4r6CAfDtKfCy4DBpOnxNuVQIzQSIyGcMeB0gIQRaWlqQkpICg8GAgoIC5b7W1lYUFhYqyU1GRgaCg4Ot2lRWVqK0tFRpk5WVBZPJhH379ilt9u7dC5PJpLQhIu9mb2sA05mOpTGG+kECBHBFaCIf5VQP0M9//nPMmzcPycnJqK+vR15eHnbs2IH8/HxoNBrk5uZi9erVGDt2LMaOHYvVq1cjIiICixcvBgDo9Xo88MADWL58OYYMGYLY2Fg89dRTmDhxImbNmgUAGD9+PLKzs7FkyRK88cYbAIAHH3wQ8+fPd3gGGBGpx97WAFqYkaKR9kUyDxkLnWdDc4+4K4Fv8lkITeRjnEqAzp8/j5ycHFRWVkKv1+Oqq65Cfn4+Zs+eDQB4+umn0dTUhEcffRQ1NTXIzMzE1q1bERUVpRxj7dq1CAoKwqJFi9DU1ISZM2fi7bffhk7X+Vb47rvv4vHHH1dmiy1cuBDr1nGKKZEvsLc1wAhNFUI0ZlwWofjqUiSy/GFpFPYAEfmkAa8D5K24DhCROj4qOYsn8kps3jdb+yU2hLyCQ5ZROHnHZ7j1mmGeDc4dKr4E/jgTiEoElnNBRKKB8vp1gIiIbLG35P8YzTkAwLdimP9sDRA3VrqsrwSaTerGQkQOYwJERC5lb2uAMVpp37/zISP9Z2uAML3U+wNIO8MTkU9gAkRELqXTarBiQRoA9EiC5B6gzClT/WuBOGVPMNYBEfkKJkBE5HK2twYQGKOVEqBrJ01VJzB3UQqhWQNE5CucXgiRiMgR3bcGGK69hMjNzYA2CIi9Qu3wXEvuAeJUeCKfwQSIiNzGamuAbzt6R2JHA7pg9YJyB06FJ/I5HAIjIs+Qe0f8YQ+w7uRtPWpPAW2210AiIu/CBIiIPKPrLvD+ZlC8NBtMWIDqb9WOhogcwASIiDxD6QHywwRIowGGjpOuX+QwGJEvYAJERJ4hz5CK88MhMKDLVHgWQhP5AiZAROR+jdXA5Wrpurxysr+Re7bYA0TkE5gAEZH7yUmBfgQQEqluLO4i1zaxB4jIJzABIiL3kwug/XEGmEw+t+rjgLld3ViIqE9MgIjI/ZQC6HHqxuFO+hFAUDhgbpWmwxORV2MCRETup0yB9+MeIK0WiBsjXeeCiERejwkQEbmfMgTmh1Pgu4pjITSRr2ACRETu1dIA1FVI1/25BwjosiUGC6GJvB0TICJyL7n+J3IoEBGrbizuxqnwRD6DCRARuZecAPnjFhjddZ0KL4S6sRCRXUyAiMi9AmEKvCz2CkCjA1rrgfpKtaMhIjuYABGRewVSD1BQiJQEAZ1bfxCRV2ICRETuJScCgdADBLAQmshHMAEiIvdpbwUulUvX/XkRxK7kmW4shCbyakyAiMh9Lp0AhBkIiQKiEtWOxjPYA0TkE5gAEZH7dC2A1mjUjcVT2ANE5BOYABGR+wRSAbRMToAaLwCXL6kbCxH1igkQEblPIE2Bl4UOAvTJ0vWLHAYj8lZMgIjIfZRNUAOoBwjo7AXipqhEXosJEBG5h8UMVB+Xrvv7JqjdKYXQTICIvBUTICJyj9rTQHszoAsBBo9UOxrPYiE0kddjAkRE7iHXvwwZA+iC1I3F0zgVnsjrMQEiIvdQCqADbPgL6Kx5Mp0GWhvVjYWIbGICRETucTFAC6ABIHIIEDFEun7xuLqxEJFNTICIyD3k4Z9AmgLflZz4cSo8kVdiAkREridE4E6Blw3lVHgib8YEiIhcr+E80GICNFqpCDoQyZu/ciYYkVdiAkRErif3egweCQSHqRuLWrgYIpFXYwJERK4XyDPAZPK5XzoJmNvUjYWIemACRESud+GIdBk/Xt041BQ9DAgZBFjapSSIiLwKEyAicr2qo9Ll0ABOgDQaIG6sdJ3DYERehwkQEbmWEEBVmXQ9kHuAgC5T4ZkAEXkbJkBE5FoN54HmWmkGWFyArgEkU6bCcy0gIm/DBIiIXEvu/Ym9InBngMnYA0TktZgAEZFrKfU/49SNwxvIP4ML3wAWi7qxEJEVJkBE5FqcAdYpNgXQhQLtTUDtd2pHQ0RdMAEiIteqYgKk0Oo61wM6X6ZuLERkhQkQEbmOEJwC3118mnQpJ4ZE5BWYABGR65gqgNZ6QBsUuHuAdZcgJ0DsASLyJkyAiMh1LnT0/gwZAwSFqBuLt2APEJFXYgJERK7D+p+e5J9F9XGgvVXdWIhI4VQCtGbNGlx33XWIiopCfHw8brvtNhw7Zr2+hRACK1euRFJSEsLDwzFjxgwcPnzYqk1LSwuWLVuGuLg4REZGYuHChaioqLBqU1NTg5ycHOj1euj1euTk5KC2trZ/Z0lEniEnQKz/6RQ9DAiNlvYEqz6udjRE1MGpBKiwsBCPPfYYioqKUFBQgPb2dsyZMweNjY1Km5dffhmvvPIK1q1bh+LiYhgMBsyePRv19fVKm9zcXGzZsgV5eXnYtWsXGhoaMH/+fJjNZqXN4sWLUVJSgvz8fOTn56OkpAQ5OTkuOGUichtlCjzXAFJoNJ29QBwGI/IeYgCqqqoEAFFYWCiEEMJisQiDwSBefPFFpU1zc7PQ6/Xi9ddfF0IIUVtbK4KDg0VeXp7S5uzZs0Kr1Yr8/HwhhBBlZWUCgCgqKlLa7NmzRwAQR48edSg2k8kkAAiTyTSQUyQiR5nNQvzSIMSKaCEufKN2NN7l4yekn8u2VWpHQuT1PPX5PaAaIJPJBACIjY0FAJSXl8NoNGLOnDlKm9DQUEyfPh27d+8GAOzfvx9tbW1WbZKSkpCenq602bNnD/R6PTIzM5U2U6dOhV6vV9p019LSgrq6OqsvIvKg2lNA22VAFwLEpKgdjXdhITSR1+l3AiSEwJNPPonrr78e6enpAACj0QgASEhIsGqbkJCg3Gc0GhESEoKYmBi7beLj43s8Z3x8vNKmuzVr1ij1Qnq9HsnJyf09NSLqD3kGWFwqoAtSNxZvowyBcSo8kbfodwK0dOlSfP311/jLX/7S4z6NRmP1vRCix23ddW9jq7294zz77LMwmUzK15kzZxw5DSJyFfnDnfU/PckJUM13QEuDqqEQkaRfCdCyZcvw8ccfY/v27Rg+fLhyu8FgAIAevTRVVVVKr5DBYEBraytqamrstjl//nyP571w4UKP3iVZaGgooqOjrb6IyIPkFaA5Bb6nyDggsqNX+wJ3hifyBk4lQEIILF26FJs3b8YXX3yBlBTrcf6UlBQYDAYUFBQot7W2tqKwsBDTpk0DAGRkZCA4ONiqTWVlJUpLS5U2WVlZMJlM2Ldvn9Jm7969MJlMShsi8jIXOAXeLq4ITeRVnBqof+yxx/Dee+/ho48+QlRUlNLTo9frER4eDo1Gg9zcXKxevRpjx47F2LFjsXr1akRERGDx4sVK2wceeADLly/HkCFDEBsbi6eeegoTJ07ErFmzAADjx49HdnY2lixZgjfeeAMA8OCDD2L+/PlITU115fkTkSuY2zp7NtgDZFt8GnByBwuhibyEUwnQ+vXrAQAzZsywun3jxo24//77AQBPP/00mpqa8Oijj6KmpgaZmZnYunUroqKilPZr165FUFAQFi1ahKamJsycORNvv/02dDqd0ubdd9/F448/rswWW7hwIdatW9efcyQid7t4HDC3AiFRwOCRakfjnZRC6MP22xGRR2iEEELtINyhrq4Oer0eJpOJ9UBE7vb134DNPwGSpwIPfK52NN6p4kvgjzOBQQnAU9+oHQ2R1/LU5zf3AiOigTt/SLpMmKBuHN5saMfwfcN5oLFa3ViIiAkQEbnA+Y5hHUO6unF4s9Auw4MXWAdEpDYmQEQ0cMZS6TKBCZBd8orQ51kHRKQ2JkBENDCNF4GGjrW/5A94sk3uITMeUjcOImICREQDdL6j9ycmBQgdpG4s3s4wUbpkAkSkOiZARDQwrP9xnJwAVR0BzO3qxkIU4JgAEdHAsP7HcYNHASGDAHMLUH1c7WiIAhoTICIamPNMgBym1Xb+nDgMRqQqJkBE1H/mNuBCxyaoXAPIMUod0NfqxkEU4JgAEVH/VX/LLTCcpSRAperGQRTgnNoLjIjIilL/kyYN71Dfuk6FFwLQaNSNhxxitgjsK7+EqvpmxEeFYUpKLHRavna+jAkQEfUf63+cF58GaLTA5YtAvRGITlQ7IupDfmklVn1ShkpTs3Jboj4MKxakITudr5+v4p9sRNR/SgLE+h+HBYcDcVdK189zGMzb5ZdW4pFNB6ySHwAwmprxyKYDyC+tVCkyGigmQETUf/JMJrmuhRzDQmifYLYIrPqkDMLGffJtqz4pg9liqwV5OyZARNQ/9UZpZ3ONlkNgzuJUeJ+wr/xSj56frgSASlMz9pVf8lxQ5DJMgIiof86VSJdxqUBIhKqh+BzOBPMJVfW9Jz/9aUfehQkQEfVP5VfSZeLV6sbhi+QEqPpboLVR3VioV/FRYS5tR96FCRAR9Q8ToP4bFA8MMgAQwPkytaOhXkxJiUWiPgy9TXbXQJoNNiUl1pNhkYswASKi/qksAQCUihR8VHIWe05UsxjUGXIvUMfPkbyPTqvBigVpANAjCZK/X7EgjesB+SiuA0REzmu4ANSdBQDc9XEjGlECgGujOEJeUC9WOxqpKIDlXAn/EvVi2emJWH/vpB7rABn4u+7zmAARkdO+LNqOyQBOWBLRiHDldnltlPX3TuIHgw1dF9SbrY3AhhDgxFf/xokxlfx5ebHs9ETMTjNwJWg/wwSIiJxitgh8uUdKgEpFitV9AtLQwKpPyjA7zcAPiC7kBfXkQcKvLVcAAFIsZ7Bw0x7g3iwmQV5Mp9Uga/QQtcMgF2LPKxE5ZV/5JYxo/RYAUGoZ1eN+ro3Sk60F9c4jBlViMII0FozXnOKCekQexgSIiJxSVd+MiZpyAD17gLq3I4ntBfU0+Noi/fwmasuZNBJ5GBMgInJKUkgzkrUXAACHbfQAybg2SqfeksFDHcNgV2lP2m1HRK7HGiAicsqkkDMAgFOWeNQhssf9GkgzZLg2SqfeksGvhZQATdSctNuOiFyPCRAROUVnLAEAHBajoAGs6lq4Nopt8oJ6RlOz1c+rtGMIbIzmHK6IFkwaVSQvT8BZXoGDCRAROefcAQDA6Kuvh+F4GNdGcYC8oN4jmw5YJY0XMBiVIhaJmktYkyX4gauSrssTyLimlf9jAkREzqnYDwBIzbgJu+64gX81O6i3BfW+0Y1BomUfMsNOqxhd4Oq+PIGMa1r5PyZAROS4eiNQVwFAAyRdy7VRnGRrQb3MM7OBHfuAcwfVDi/g2FqeQObNa1pxuM41mAARkeMqvpQu48cDoVHqxuKjeiSNlknSJRMgj7O9PEGnrmtaeUuiz+E61+E0eCJy3NmOBGhYhrpx+JOka6TL6m+Bplo1Iwk4ji474C3LE8jDdd2TNnm4Lr+0UqXIfBMTICJynNwDNHyyunH4k8g4YPBI6frZ/erG4qfMFoE9J6rxUclZ7DlRray47eiyA96wPEFfw3UAuJq4kzgERkSOsZg7h2mGMQFyqeQpQO0poKIYGDNT7Wj8ir0ho9lpBpvLE8i8aU0rXxyu83bsASIix1w4BrQ2AMGRUg0Quc7wKdJlRbG6cfiZvoaMCsqMWLEgDUDnGlYyb1vTyteG63wBEyAicoxc/5N0LaDVqRuLv0m+TrqsKAYsFnVj8ROODhnNTjNg/b2TYNBbD3MZ9GFeNQXel4brfAWHwIjIMUr9DwugXS4hHQgKB5pNQPVxYGiq2hH5PGeGjGwtT+BtU8t7W01c5k3Ddb6CPUBE5Bi5QJf1P66nCwaGdUyHP7NP3Vj8hLNDRvLyBLdeMwxZo4d4VfIDdK4mDnj/cJ2vYAJERH1raQCqyqTrnAHmHsPlYTAmQK7gj0NG8mri3j5c5ys4BEZEfasoBoQF0CcD0UlqR+OfkjsKoc+wENoV/HXIyBeG63wFe4CIqG+ni6TLEVPVjcOfyTPBLhyVaoFoQPx5yMjbh+t8BRMgIurb6T3SJRMg9xk0FIgZBUB0FpzTgHDIiOzhEBgR2Wdu6/xAHpGlbiz+bvgUoOY7LojoQhwyot4wASIi+4yHgLZGIEwPDOUCiG6VPAU49Ffg1G61I/ErPTagJQITICLqi1z/kzwV0HLU3K1GXS9dntkHtLcCQSHqxuMjzBbBHh5yGhMgIrKP9T+eM3QcRMQQaC5XY2fhVgSPyuKHeR/s7fXFGh+yh3/OEVHvhOgyA4z1P+6Wf9iIHc1jAQBFX3yMezYU4fqXvkB+aaXKkXmnvvb64s+N7GECRES9u3QSaKwCdCHSHmDkNvKHeWHLlQCATO0RAPww742je32ZLbZaEDEBIiJ7vtslXQ7LAIJ9Z8VcX9P1w3yvRSo0z9B+Ax3M/DDvhTN7fRHZwgSIiHpXvlO6TLlR3Tj8XNcP82MiGSYRgUGaZqRrygHww9wWZ/f6IurO6QRo586dWLBgAZKSkqDRaPDhhx9a3S+EwMqVK5GUlITw8HDMmDEDhw8ftmrT0tKCZcuWIS4uDpGRkVi4cCEqKiqs2tTU1CAnJwd6vR56vR45OTmora11+gSJqJ+EYALkIV0/pC3QYp9lHIDOYTBb7QKdP+71RZ7ldALU2NiIq6++GuvWrbN5/8svv4xXXnkF69atQ3FxMQwGA2bPno36+nqlTW5uLrZs2YK8vDzs2rULDQ0NmD9/Psxms9Jm8eLFKCkpQX5+PvLz81FSUoKcnJx+nCIR9cuFY1L9T1BY50ad5BbdP6TlYbBM7VG77QKZvNdXb/PjNJBmg/naXl/kOU5Pg583bx7mzZtn8z4hBF599VU899xzuOOOOwAA77zzDhISEvDee+/hoYcegslkwltvvYU///nPmDVrFgBg06ZNSE5OxrZt2zB37lwcOXIE+fn5KCoqQmZmJgBgw4YNyMrKwrFjx5Camtrf8yUiR8m9PyOmAkGh6sbi57pv3CknQNdpj0ILCwS0PrlxpzvJe309sukANIBVMbSv7/VFnuHSGqDy8nIYjUbMmTNHuS00NBTTp0/H7t3Syqb79+9HW1ubVZukpCSkp6crbfbs2QO9Xq8kPwAwdepU6PV6pU13LS0tqKurs/oiogEoL5QuOfzldt037iwTI1EnIhCtacJVmpMA+GFuC/f6ooFw6UKIRqMRAJCQkGB1e0JCAk6dOqW0CQkJQUxMTI828uONRiPi4+N7HD8+Pl5p092aNWuwatWqAZ8DEQGwmDtngKVMVzeWACF/mMuL+u22TEC2rhjzIo7g4dsX8cO8F9zri/rLLStBazTWv3hCiB63dde9ja329o7z7LPP4sknn1S+r6urQ3JysjNhE5HMeAhorgVCooDEa9SOJmB0/TCP+Hoe8FUxHhz2HTRMfuziXl/UHy4dAjMYDADQo5emqqpK6RUyGAxobW1FTU2N3Tbnz5/vcfwLFy706F2ShYaGIjo62uqLiPpJHv4a9T1Axx1zPEn+ML96ulRHqakoBlrq+3iU/zJbBPacqMZHJWex50Q110Iil3FpApSSkgKDwYCCggLlttbWVhQWFmLatGkAgIyMDAQHB1u1qaysRGlpqdImKysLJpMJ+/btU9rs3bsXJpNJaUNEbvTtNunyihmqhhHQYlOAmBTA0t45HBlg8ksrcf1LX+CeDUV4Iq+EW4OQSzmdADU0NKCkpAQlJSUApMLnkpISnD59GhqNBrm5uVi9ejW2bNmC0tJS3H///YiIiMDixYsBAHq9Hg888ACWL1+Of/3rXzh48CDuvfdeTJw4UZkVNn78eGRnZ2PJkiUoKipCUVERlixZgvnz53MGGJG7tdQDpzo2QB07x35bcq/RN0uXJ75QNw4VcJ8vcjen+7a//PJL3HTTTcr3ct3Nfffdh7fffhtPP/00mpqa8Oijj6KmpgaZmZnYunUroqKilMesXbsWQUFBWLRoEZqamjBz5ky8/fbb0Ol0Spt3330Xjz/+uDJbbOHChb2uPURELnSyELC0Sb0PQ0arHU1gG30z8OVbAZcA9bXPlwbS1iCz0wwsdqZ+0wgh/HJAta6uDnq9HiaTifVARM745Alg/9vAlAeB7/9K7WgCW7MJeCkFEGbgia+BmJFqR+QRe05U454NRX22+8uSqSx+9kOe+vzmXmBE1EkI4HhH/c+Y2erGQkCYHkieIl3/tsB+Wz/Cfb7IE5gAEVGnC0eBugpp+4tR16sdDQHAldnS5bF/qhuHB3GfL/IEJkBE1On4Vuly1PUwB4Vz+rE3SP2+dFm+M2Cmw3OfL/IELvBBRJ2OS8MsRyKn4McvfWE1AydRH4YVC9K4IrGnxY0FYq8ALp2UiqHTblU7IrfjPl/kCewBIiJJYzVw6j8AgCX7Ejj92FtoNJ29QMfy1Y3Fg7jPF7kbe4CISHLsM0BYcEyTggoxtMfdnH6sotR5wJ51wDf50j5tWl3fj/ERZovodR8v7vNF7sQEiIgkR/8BAPhHa0avTQSASlMz9pVf4vRjT0qeCoQNBpouAWf2ASOz1I7IJfJLK5XNX2Xdh1q5zxe5C4fAiEgqru1YbC/fMqXP5px+7GG6IODKudL1o//wi/2xuNIzqY09QEQkFT+bW9EUNQrHm4f12ZzTj1WQdivw9ftoKvk7Zu6fgXN1rcpdvlagzpWeyRuwB4iIgCOfAABCJ96GRH04px97ozGz0BY0COFNRiTVf211V/deE2/vIdpXfqlHz09XXYdaidyFPUBEga6lXllkTzthIVYkJXH6sRcya0NQYJmM72MH5uuK8GX7OOW+rr0mFgvwi0/t19V4LOZeCpy50jN5AyZARIHu6GdAexMQOxpImoTsYRqsv3dSj+JUg48Ns/ibfeWX8NfmKfh+yA7cotuL59t/BEuXTny51+TR9w70eKzcQ+TJ6eP2Cpy50jN5AyZARIHu0F+ly6sWSWvOgNOPvVFVfTN2WdJRIwZhqMaETO0R7LFMcOixnq6rkQucuw+8yYnYHxZfi0R9GIymZpt1QBpICTeHWsmdWANEFMgaLgAntkvXJ95pdZc8/fjWa4Yha/QQJj8qi48KQzuC8E/zdQCAhdrdTj3eU3U1fRU4A8AvPj2C/7klDQB61JtxqJU8hQkQUSA7vAUQZiBpEjBktNrRkB3y/lifWKYBAG7RFSEMLU4fx911NY4WOMdEhnClZ1IVh8CIAtlX70mXVy1SNw7qk7w/1qObLuO0ZShGaC8gW1uMDy3X9yhYt0euq7G3AvNAOFPgfOs1wzjUSqphAkQUqCq/As4dBHQhwEQmQL4gOz0Rr907GflbZuJBcx7u0u3Ah5brYdCH4X9uGY9ffHrEoboaR1ZgdoStJMrZAmeu9ExqYQJEFKj2vyNdjl8ARPIDyFdkpyfCPOy/IX77PrJ0Zdj8X4m4+qprodNqoNVq+lzCoKDMaLdA2dHhp96SqP+5ZTwLnMknsAaIKBC1NkJ8Lc3++o/+Fq9cLI96p4tJhmb0zQCASdX/sNo81F5dzew0Q58Fyqs+KYPZIuwupmhvG4vH3juIhVdLCRQLnMmbsQeIKAAd+nwjJrbWo9ySgHv/FQLxryKf204h4E36EXDiX8CBPwHTfwYEhQKwv4TBnhPVDhUor/viW+QVn7Y5RNZXEqUB8PFXlfjD4kk9FmTkWlLkTZgAEQWY/EPnMKx4A6AF3jffBNHREazGYnk0AONuAaKSgPpzQOlm4Jp7lLt6q6txtEB57bZvetwm/37kzhrr8CyvXT+7mQXOKnBXgbu/YQJEFEDMFoGPP/47XtN+hyYRgjzzTcp93ITSx+iCgSk/Af71PLB3PXD13cpClr0ZyMrK8u/Hxv9851D7qvpmFjirwFUF7oGANUBEAWRf+SXc3rwFAPB3842oRZTV/dyE0sdk/B8gKEya0Xe6qM/m8lpC/U1tBYDapjaH2nIbC8+zV5vVdbNckjABIgogl88dwWydtFfU/5rn9dqOm1D6iIjYzjWc9qzrs7m8lhDQe4GyIwaHB/faXgOpx4GzvDzLkRW45QJ3kjABIgog6ac3AQAKzJNQLnrvDudf7z5k6mMANMDRfwDny/psbm+m2E9njXXoKf/P91IAcJaXN3F0BW727nZiDRBRoKg5hfgTfwcAbGifb7MJ12jxQfHjgLSFQNlHwM5fAXdu7PMhvc0UA4C84jN9ruGz9OYxSDUM6lFrwlle6nFmBW6SMAEiChT//jU0ljZcjJ+G4tPj7C6Wx7/efcyN/1dKgA5vAWY8AwxN7fMhvRUor1iQ1udiijqtxu50e/I8Z1fgJg6BEQWGSyeBg+8CAOLmr+QmlP7GMBEYNx+AAHa8OKBD9bWYYtffDzmJuvWaYcgaPYTJj4r6KnBnbVZPGiGEX1ZE1dXVQa/Xw2QyITo6Wu1wiDyq+zogmSXPQHvor8CYWcC9H9hsw7/efVzl18AbNwIQwE/+BQyfPKDD8ffD98izwADbvXe+8geOpz6/mQAR+Znu64BM0nyDzaErIaCB5sHtQNK1KkdIbvPho0DJu0ByJvDjz/tcF4j8jz+sA+Spz2/WABH5EfkvQPmvGg0s+H/BfwIA/LV9OvSXDMhOUi8+crOb/1uqAzqzFyj7EJhwu9oRkYexNstxrAEi8hO21gH5gW4nrtGeRL0Ix6/b7+I6IP4uOgmY9rh0Pf/nQLNJ3XhIFazNcgwTICIfZGun7u7rgMSjBs8FSYXPv2u/HReg5zoggeD6XCAmRdojbNsqtaMh8locAiPyMb2N8X8/3dCllcDq4D9isKYRX1musFr1meuA+LngcGDh74B3FgBfvgVM/AEwcpraUZGXYZE7EyAin9K9xkdmNDXjrS6bVP5AtxOzdAfRIoLwf9seghk65T6uAxIAUm4EJv0IOPAnYPNDwMM7gfAYtaMiL+EPhdKuwCEwIi9ja3hLvr2vvX60GmCc5jR+ESStBvzb9jvwjUgGwHVAAs6cXwIxowDTaeCjpYB/TvglJ3HD1E7sASLyIvb+MtOHh9jd6wcAIsRlvBbyKsI1rdhpnojXzQsBcJXngBSmB36wEXhrjrRPWNF6IOtRtaMiFfX1R5QG0oaps9Ok4XR/HyJjAkTkJewNbz2y6QB+/L1Rdh8fhHb8LngdrtAaYUQcnmh7DJaOTl7u0RSghk2SeoLyfwZsfQ6ITQFS5/X9OPJLjm6Yuu6Lb5FXfNrvh8i4ECKRh9kqPgSA61/6otc3Jw2AmMhgXGps6+WoAr8OfgM/0O2EWRcG3P8p9rWm+PVfb+QgIYBPHpfqgYIjgPv/AQzLUDsqUsFHJWfxRF5Jvx7rydWkuRAikQ/qa2ZFb0Ncd1+X3OdfZpca2xAbGYKaxtZuvUQCK4L+hB/odqIdWmjufBu65MnIcvnZkU/SaIBbXgFMFcCJL4A/3w786COuCB6ABjIBovsQmav+oOrtD0JPYAJEqvOV6Zj9TW7kbmN7Q1xrtx13KIbbrknCxv98p+zUrYUFq4P+iLuDdgAAjmT8AhPHcYiDutEFA3e+A2z6L6BiH/DOrcC9fweSp6gdGXmQvGGq0dRssw6oL/IQ2b7yS8gaPaTP98T+vmc+dVPyAM7ScRwCo165IjEZaNLgqudx5FzstelvciM/wx8WX4tffHqkzyLmvvxlyVSYmlqx6pMyNJguYW3wHzBLdxBmaHF48gu4aj6LXMmOlnrg3TuB03sAXShw22vSOkEUMOxtmOpoMvDbu69BaJC2z/fE/r5nWlou4/Sri7gZan8FegLk7g98Vxyjr6RBHmt2Rc9LX+dirw2AASU3fdfv9E0DqZB5189uhk6rgdl4GK3v3YvwupOwaEMg7tgAXfpt/T4+BZCWBuCDnwDf/FP6PmspMPP/AUGh6sZFHmNvKN6R3uifzroSr277ptf3xAdvTMGbO8v7/Z4pmAANjC8nQO7qVnTVB76cmLg7aTDow/A/t6ThF5/2P4nq6z/i+nsn2Y1VABgcEYzay7aTF1ckN7aO2f0vMznW7PFDgd2/BXa8CJhbgehhwF2bpNk+RI6ymIFtK4Ddv5e+j58A3PEGYJioblzkMfYmY/Q2RKYBkBAdCkADY13vvdlaDdDbloOOvGdaWi7jDBOg/lMrAXJ38uKKXhVgYB/4cmLy2HvqJA3ODCv19R/Rkf/MnvTTWVfann46fzyyw8qAgv8HVB2W7rgyG1j4e2BQvErRks87+hnw8TLg8kVAowUy7gdueg6IjFM7MlKJvSEyAMidNdbhmsX+YgI0QO5IgNROXgbarejKD/zYyBBcamwd0DEGwh09L+5mewaXpOsQF9BlAbJBIZjS/iV0RX8Avvu31DhsMJD9InD13dIMH6KBaKgCPnsKKPtI+j5kkJQITX0E0A9XNTRSh73PqpZ2S7+n0juKCdAA9ScBcmc9y0CTF2Dg3YrkPo4kN3KvGWBniEuur6o+ARzeDJT8Bbh0QrpNFwJMeRC4YTkQwe0syMW+2wXkPwsYv5a+1wYBY+dKifaVc1kjFGB6+zzcc6Ia92woGvDx7b1nMgEaIGcTIHfWswBMXmyx9x/AVzib3PT2e/Z89gjMHvQdUL4TOLmj80MIAEL1QMaPgCkPAYM9Mz2UApQQwLfbgP/8trPHEZB6hVJuBMbMBEZMA4amAlpd78chv2W2CLt1QoD0eSeE7VlljrxnmpkADYwzCZC93hs1imC9mStnNNn7D+DoL2VfSVRf/xHlIcHzdb0X/ekjgmHqeP37k9woxecWM1BvhLnmNE5+ewTtF08i/vJxxDZ8A82lcuuja3TAFdOBCXcAE24HQgc5+BMhcpHzZcDXecDXfwPqz1nfFxwJJF4NJEwAYq/o/IoyAKFRHJr1c33VCckjHr3d39d75lM3JeMHWalMgPpLSYAOf4HoqK4fHtana7YIPLxpP6obWnocQ9PLx6qt23v77+5UW43jz9cbfZgO9c3t3X7phPK8MRHBADSouWy7fkcLgcjQIDS2tAPo/GlpIJS4H7tpDN7bdxo1vdQAabodo5P1MSaPjMX+U9V4b+9pXOqSYMZGBOOe64Yjr7gCNZdbrWLofA4gJiIEd12XjDcKT1jFKp8HAMyZkICth88r93f/WT48fTQAKMfofh4A8ND0KwAA73fEo4MFIWhHfITAbelxSIsPBdpbgPYWWNpbcP6SCW2NNRgkGhCjuQxNcw3QVCsVmlq6/0y6GDxS+is75UbgipuAQUN7b0vkKRYLcP6Q1DN0Yjtw7iDQ2tB7+6AwIDJeKqSOGAKEREo9SKGDOq5HAkHh0uKM2qDOS+V6sHSp0UB5t5SvW13Cxm29tCeX23PyIt7aVY7qhs7PgSGDQvDA9SnIuiKuz/tlZiFQdq4ONZdbERMRgrSkaDQ2NEI/4WYmQK+99hp+9atfobKyEhMmTMCrr76KG264oc/HKQnQM1GIDuV/APIS2iAgOgnQjwAGjwAS0oCEdGn6MWfekC+wmIGLx4FzB4CL3wCXTnZ8fQe01qsdHfmBuhYB/Yv1gb0X2Pvvv4/c3Fy89tpr+N73voc33ngD8+bNQ1lZGUaMGOHYQfTJQFi3seou3bONLWZcbGjp0jdhzVZ2aKutVquFxSIc6qux9XidTou4QaEwdqsj6nq8GGW4x3asSYPDERUWjPrmNlTVt6DN3BlPsE6LhOhQRIVKf1nVNbfhfF0z2s2dz6DTaWGIDkN0WHDHcwtcbrWgzWJBsFaLiFBdxzNL/5qa22E0NaGt4xii43kS9WHQh8vH0KCxpR3tFoEgrQaRoUHQ9No93vP22qZ2nK1tQpvZotwWrNNiWEwEBnc8h/zcDS1mtJktCNZpMSg0qONl1nS5v73L/cE9eukFNKhvbkObWSBYp0FUWLDtWDVaqSA5KAwI6rhUvg+VrodFA+Ex0oyt8BggfDAQEScNEbB2gnyZVgfEj5O+umttlGaVNV4EGquAy5eAtstSj1FrY8dXA9DWDFjaAHO7dGlpB8xdL9sAYenyBiiksexeL+21IZ/T3A7giNufxqt7gDIzMzFp0iSsX79euW38+PG47bbbsGbNGruPdbQGaKAV7Y4WwQ50TNSZVY2Bga8E7ShP7OPlK3uFERHRwHlqHT+vTYBaW1sRERGBv/3tb7j99tuV25944gmUlJSgsLDQqn1LSwtaWjrreOrq6pCcnNznD7CvinZXFsG6KnlhQkBERP7KUwmQ1w6BXbx4EWazGQkJCVa3JyQkwGg09mi/Zs0arFq1yunn0Wk1WLEgDY9sOtDrFgQv3iEtD989eTF0S16y0xMxO83Qa3LS1/1dY8oaPcRuzPbuJyIiIvu8NgGSda/BEELYrMt49tln8eSTTyrfyz1AjshOT8T6eyf1meAweSEiIvIPXpsAxcXFQafT9ejtqaqq6tErBAChoaEIDe3/SqWO9M4weSEiIvIPWrUD6E1ISAgyMjJQUFBgdXtBQQGmTZvmlueUE5xbrxmGrNFDWFdDRETkp7y2BwgAnnzySeTk5GDy5MnIysrCm2++idOnT+Phhx9WOzQiIiLyYV6dAN11112orq7G888/j8rKSqSnp+Ozzz7DyJEj1Q6NiIiIfJjXToMfKE9NoyMiIiLX8dTnt9fWABERERG5CxMgIiIiCjhMgIiIiCjgMAEiIiKigMMEiIiIiAIOEyAiIiIKOEyAiIiIKOAwASIiIqKAwwSIiIiIAo5Xb4UxEPIC13V1dSpHQkRERI6SP7fdvVGF3yZA1dXVAIDk5GSVIyEiIiJnVVdXQ6/Xu+34fpsAxcbGAgBOnz7t1h+gt6mrq0NycjLOnDkTUHug8bx53oGA583zDgQmkwkjRoxQPsfdxW8TIK1WKm/S6/UB9Ysji46O5nkHEJ53YOF5B5ZAPW/5c9xtx3fr0YmIiIi8EBMgIiIiCjh+mwCFhoZixYoVCA0NVTsUj+J587wDAc+b5x0IeN7uPW+NcPc8MyIiIiIv47c9QERERES9YQJEREREAYcJEBEREQUcJkBEREQUcHw2AXrhhRcwbdo0REREYPDgwTbbnD59GgsWLEBkZCTi4uLw+OOPo7W11e5xW1pasGzZMsTFxSEyMhILFy5ERUWFG87ANXbs2AGNRmPzq7i4uNfH3X///T3aT5061YORD9yoUaN6nMMzzzxj9zFCCKxcuRJJSUkIDw/HjBkzcPjwYQ9FPHDfffcdHnjgAaSkpCA8PByjR4/GihUr+vy99sXX+7XXXkNKSgrCwsKQkZGBf//733bbFxYWIiMjA2FhYbjiiivw+uuveyhS11izZg2uu+46REVFIT4+HrfddhuOHTtm9zG9/f8/evSoh6IeuJUrV/aI32Aw2H2Mr7/WgO33L41Gg8cee8xme199rXfu3IkFCxYgKSkJGo0GH374odX9/X1P/uCDD5CWlobQ0FCkpaVhy5YtTsfmswlQa2sr7rzzTjzyyCM27zebzbjlllvQ2NiIXbt2IS8vDx988AGWL19u97i5ubnYsmUL8vLysGvXLjQ0NGD+/Pkwm83uOI0BmzZtGiorK62+fvKTn2DUqFGYPHmy3cdmZ2dbPe6zzz7zUNSu8/zzz1udw3//93/bbf/yyy/jlVdewbp161BcXAyDwYDZs2ejvr7eQxEPzNGjR2GxWPDGG2/g8OHDWLt2LV5//XX8/Oc/7/OxvvR6v//++8jNzcVzzz2HgwcP4oYbbsC8efNw+vRpm+3Ly8vx/e9/HzfccAMOHjyIn//853j88cfxwQcfeDjy/issLMRjjz2GoqIiFBQUoL29HXPmzEFjY2Ofjz127JjVazt27FgPROw6EyZMsIr/0KFDvbb1h9caAIqLi63OuaCgAABw55132n2cr73WjY2NuPrqq7Fu3Tqb9/fnPXnPnj246667kJOTg6+++go5OTlYtGgR9u7d61xwwsdt3LhR6PX6Hrd/9tlnQqvVirNnzyq3/eUvfxGhoaHCZDLZPFZtba0IDg4WeXl5ym1nz54VWq1W5Ofnuzx2d2htbRXx8fHi+eeft9vuvvvuE7feeqtngnKTkSNHirVr1zrc3mKxCIPBIF588UXltubmZqHX68Xrr7/uhgg94+WXXxYpKSl22/ja6z1lyhTx8MMPW902btw48cwzz9hs//TTT4tx48ZZ3fbQQw+JqVOnui1Gd6uqqhIARGFhYa9ttm/fLgCImpoazwXmYitWrBBXX321w+398bUWQognnnhCjB49WlgsFpv3+8NrDUBs2bJF+b6/78mLFi0S2dnZVrfNnTtX3H333U7F47M9QH3Zs2cP0tPTkZSUpNw2d+5ctLS0YP/+/TYfs3//frS1tWHOnDnKbUlJSUhPT8fu3bvdHrMrfPzxx7h48SLuv//+Ptvu2LED8fHxuPLKK7FkyRJUVVW5P0AXe+mllzBkyBBcc801eOGFF+wOBZWXl8NoNFq9vqGhoZg+fbrPvL62mEwmhzYN9JXXu7W1Ffv377d6nQBgzpw5vb5Oe/bs6dF+7ty5+PLLL9HW1ua2WN3JZDIBgEOv7bXXXovExETMnDkT27dvd3doLnf8+HEkJSUhJSUFd999N06ePNlrW398rVtbW7Fp0yb8+Mc/hkajsdvW11/rrvr7ntzb74Cz7+N+mwAZjUYkJCRY3RYTE4OQkBAYjcZeHxMSEoKYmBir2xMSEnp9jLd56623MHfuXCQnJ9ttN2/ePLz77rv44osv8Jvf/AbFxcW4+eab0dLS4qFIB+6JJ55AXl4etm/fjqVLl+LVV1/Fo48+2mt7+TXs/nvhS69vdydOnMDvf/97PPzww3bb+dLrffHiRZjNZqdeJ1v/3xMSEtDe3o6LFy+6LVZ3EULgySefxPXXX4/09PRe2yUmJuLNN9/EBx98gM2bNyM1NRUzZ87Ezp07PRjtwGRmZuJPf/oTPv/8c2zYsAFGoxHTpk1DdXW1zfb+9loDwIcffoja2lq7f7j6w2vdXX/fk3v7HXD2fdyrdoNfuXIlVq1aZbdNcXFxn7UtMluZtBCizwzbFY8ZqP78LCoqKvD555/jr3/9a5/Hv+uuu5Tr6enpmDx5MkaOHIlPP/0Ud9xxR/8DHyBnzvunP/2pcttVV12FmJgY/OAHP1B6hXrT/bVU4/Xtrj+v97lz55CdnY0777wTP/nJT+w+1ltfb3ucfZ1stbd1uy9YunQpvv76a+zatctuu9TUVKSmpirfZ2Vl4cyZM/j1r3+NG2+80d1husS8efOU6xMnTkRWVhZGjx6Nd955B08++aTNx/jTaw1If7jOmzfPasSiO394rXvTn/dkV7yPe1UCtHTpUtx9991224waNcqhYxkMhh4FUTU1NWhra+uROXZ9TGtrK2pqaqx6gaqqqjBt2jSHntdV+vOz2LhxI4YMGYKFCxc6/XyJiYkYOXIkjh8/7vRjXWkgvwPyrKZvv/3WZgIkzywxGo1ITExUbq+qqur1d8JTnD3vc+fO4aabbkJWVhbefPNNp5/PW15vW+Li4qDT6Xr8NWfvdTIYDDbbBwUF2U2GvdGyZcvw8ccfY+fOnRg+fLjTj586dSo2bdrkhsg8IzIyEhMnTuz1d9OfXmsAOHXqFLZt24bNmzc7/Vhff637+57c2++As+/jXpUAxcXFIS4uziXHysrKwgsvvIDKykrlB7t161aEhoYiIyPD5mMyMjIQHByMgoICLFq0CABQWVmJ0tJSvPzyyy6Jy1HO/iyEENi4cSN+9KMfITg42Onnq66uxpkzZ6x+CdUwkN+BgwcPAkCv55CSkgKDwYCCggJce+21AKSx98LCQrz00kv9C9hFnDnvs2fP4qabbkJGRgY2btwIrdb5kWxveb1tCQkJQUZGBgoKCnD77bcrtxcUFODWW2+1+ZisrCx88sknVrdt3boVkydP7tf/BzUIIbBs2TJs2bIFO3bsQEpKSr+Oc/DgQa98XR3V0tKCI0eO4IYbbrB5vz+81l1t3LgR8fHxuOWWW5x+rK+/1v19T87KykJBQYHVKMDWrVud76hwqmTai5w6dUocPHhQrFq1SgwaNEgcPHhQHDx4UNTX1wshhGhvbxfp6eli5syZ4sCBA2Lbtm1i+PDhYunSpcoxKioqRGpqqti7d69y28MPPyyGDx8utm3bJg4cOCBuvvlmcfXVV4v29naPn6Mztm3bJgCIsrIym/enpqaKzZs3CyGEqK+vF8uXLxe7d+8W5eXlYvv27SIrK0sMGzZM1NXVeTLsftu9e7d45ZVXxMGDB8XJkyfF+++/L5KSksTChQut2nU9byGEePHFF4VerxebN28Whw4dEvfcc49ITEz0mfM+e/asGDNmjLj55ptFRUWFqKysVL668vXXOy8vTwQHB4u33npLlJWVidzcXBEZGSm+++47IYQQzzzzjMjJyVHanzx5UkRERIif/vSnoqysTLz11lsiODhY/P3vf1frFJz2yCOPCL1eL3bs2GH1ul6+fFlp0/28165dK7Zs2SK++eYbUVpaKp555hkBQHzwwQdqnEK/LF++XOzYsUOcPHlSFBUVifnz54uoqCi/fq1lZrNZjBgxQvzsZz/rcZ+/vNb19fXK5zMA5X371KlTQgjH3pNzcnKsZoD+5z//ETqdTrz44oviyJEj4sUXXxRBQUGiqKjIqdh8NgG67777BIAeX9u3b1fanDp1Stxyyy0iPDxcxMbGiqVLl4rm5mbl/vLy8h6PaWpqEkuXLhWxsbEiPDxczJ8/X5w+fdqDZ9Y/99xzj5g2bVqv9wMQGzduFEIIcfnyZTFnzhwxdOhQERwcLEaMGCHuu+8+nzhP2f79+0VmZqbQ6/UiLCxMpKamihUrVojGxkardl3PWwhp2uWKFSuEwWAQoaGh4sYbbxSHDh3ycPT9t3HjRpu/993/lvGH1/sPf/iDGDlypAgJCRGTJk2ymg5+3333ienTp1u137Fjh7j22mtFSEiIGDVqlFi/fr2HIx6Y3l7Xrr+/3c/7pZdeEqNHjxZhYWEiJiZGXH/99eLTTz/1fPADcNddd4nExEQRHBwskpKSxB133CEOHz6s3O+Pr7Xs888/FwDEsWPHetznL6+1PH2/+9d9990nhHDsPXn69OlKe9nf/vY3kZqaKoKDg8W4ceP6lQhqhOioHiMiIiIKEH47DZ6IiIioN0yAiIiIKOAwASIiIqKAwwSIiIiIAg4TICIiIgo4TICIiIgo4DABIiIiooDDBIiIiIgCDhMgIiIiCjhMgIiIiCjgMAEiIiKigMMEiIiIiALO/wcO11qYWJ0jLQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "offsetsVH = np.zeros((18, 1))\n",
    "offsetsHV = np.zeros((18, 1))\n",
    "\n",
    "for num in range(len(Ts)):\n",
    "    EsVHfit2 = EsVH[num, :]\n",
    "    dataVHfit2 = dataVH[num, :]\n",
    "    EsHVfit2 = EsHV[num, :]\n",
    "    dataHVfit2 = dataHV[num, :]\n",
    "    \n",
    "    EsHVfit2[dataHVfit2 > 10000] = 300\n",
    "    dataHVfit2[dataHVfit2 > 10000] = 0\n",
    "    EsVHfit2[dataVHfit2 > 10000] = 300\n",
    "    dataVHfit2[dataVHfit2 > 10000] = 0\n",
    "    \n",
    "    popt2, _ = curve_fit(offset_function, EsVHfit2, dataVHfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsVH[num] = popt2[1]\n",
    "    \n",
    "    plt.figure(22)\n",
    "    plt.plot(EsVHfit2, dataVHfit2, 'o')\n",
    "    plt.plot(np.arange(-10, 10, 0.01), offset_function(np.arange(-10, 10, 0.01), *popt2))\n",
    "    plt.xlim([-10, 10])\n",
    "    plt.show()\n",
    "    \n",
    "    popt3, _ = curve_fit(offset_function, EsHVfit2, dataHVfit2, p0=[10001, 0, 2, 10])\n",
    "    offsetsHV[num] = popt3[1]\n",
    "    \n",
    "    plt.figure(23)\n",
    "    plt.plot(EsHVfit2, dataHVfit2, 'o')\n",
    "    plt.plot(np.arange(-10, 10, 0.01), offset_function(np.arange(-10, 10, 0.01), *popt3))\n",
    "    plt.xlim([-10, 10])\n",
    "    plt.show()\n",
    "\n",
    "offsets = (offsetsHV + offsetsVH)/ 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b1d3c757",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.17724747],\n",
       "       [0.36191996],\n",
       "       [0.29677195],\n",
       "       [0.2943407 ],\n",
       "       [0.19602789],\n",
       "       [0.2882704 ],\n",
       "       [0.29582868],\n",
       "       [0.32003094],\n",
       "       [0.3781241 ],\n",
       "       [0.28307797],\n",
       "       [0.34608171],\n",
       "       [0.40520225],\n",
       "       [0.32055173],\n",
       "       [0.27911346],\n",
       "       [0.24852056],\n",
       "       [0.18399007],\n",
       "       [0.23910413],\n",
       "       [0.24264253]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offsets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "956f4030",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "EsHVfit = EsHV[:, 870:960]-offsets\n",
    "EsVHfit = EsVH[:, 870:960]-offsets\n",
    "\n",
    "dataHVfit = dataHV[:, 870:960]\n",
    "dataVHfit = dataVH[:, 870:960]\n",
    "\n",
    "asHV, bsHV, bsHVerr, dsHV, csHV, csHVerr = [], [], [], [], [], []\n",
    "plt.figure()\n",
    "plt.title('RR')\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsHVfit[idx, :]\n",
    "    I = (dataHVfit[idx, :] / 2) + (dataVHfit[idx, :] / 2)\n",
    "    popt, pcov = curve_fit(offset_function, E, I, p0=[20, 298, 5, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asHV.append(popt[0])\n",
    "    bsHV.append(popt[1])\n",
    "    csHV.append(popt[2] * 1.669)\n",
    "    dsHV.append(popt[3])\n",
    "    bsHVerr.append(perr[1])\n",
    "    csHVerr.append(perr[2] * 1.669)\n",
    "    plt.plot(E, I + 50 * (idx - 1), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), offset_function(np.arange(285, 310, 0.1), *popt) + 50 * (idx - 1), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(30)\n",
    "plt.errorbar(Ts, np.array(bsHV) - np.array(offsets).flatten(), bsHVerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(31)\n",
    "plt.errorbar(Ts, csHV, csHVerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "asVH, bsVH, bsVHerr, dsVH, dsVHerr, csVH, csVHerr = [], [], [], [], [], [], []\n",
    "plt.figure()\n",
    "plt.title('LL')\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    E = EsVHfit[idx, :]\n",
    "    I = dataVHfit[idx, :]\n",
    "    popt, pcov = curve_fit(offset_function, E, I, p0=[20, 298, 5, 10])\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    asVH.append(popt[0])\n",
    "    bsVH.append(popt[1])\n",
    "    csVH.append(popt[2] * 1.669)\n",
    "    dsVH.append(popt[3])\n",
    "    bsVHerr.append(perr[1])\n",
    "    csVHerr.append(perr[2] * 1.669)\n",
    "    dsVHerr.append(perr[3])\n",
    "    plt.plot(E, I + 50 * (idx - 1), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), offset_function(np.arange(285, 310, 0.1), *popt) + 50 * (idx - 1), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(30)\n",
    "plt.errorbar(Ts, np.array(bsVH) - np.array(offsetsVH).flatten(), bsVHerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(31)\n",
    "plt.errorbar(Ts, csVH, csVHerr, fmt='o')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(Ts, asHV, 'o')\n",
    "plt.plot(Ts, asVH, 'o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8fa6562b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "def voigt_profile(x, a, b, sigma, gamma):\n",
    "    return a * np.real(wofz(((x - b) + 1j * gamma) / (sigma * np.sqrt(2)))) / (sigma * np.sqrt(2 * np.pi))\n",
    "\n",
    "def multi_voigt(x, *params):\n",
    "    num_peaks = (len(params) - 4) // 2\n",
    "    sigma, gamma = params[-4], params[-3]\n",
    "    baseline = params[-2] * x + params[-1]\n",
    "    y = np.zeros_like(x)\n",
    "    for i in range(num_peaks):\n",
    "        a, b = params[2 * i: 2 * i + 2]\n",
    "        y += voigt_profile(x, a, b, sigma, gamma)\n",
    "    return y + baseline\n",
    "\n",
    "EsHVfit = EsHV[:, 885:945]#-offsetsHV\n",
    "EsVHfit = EsVH[:, 885:945]#-offsetsVH\n",
    "\n",
    "dataHVfit = dataHV[:, 885:945]+dataVH[:, 885:945]\n",
    "dataVHfit = dataVH[:, 885:945]\n",
    "\n",
    "sigma_vals = []\n",
    "gamma_vals = []\n",
    "fwhm_vals = []\n",
    "peak_positions_vals = []\n",
    "sigma_errs = []\n",
    "gamma_errs = []\n",
    "fwhm_errs = []\n",
    "peak_positions_errs = []\n",
    "weighted_sum_vals=[]\n",
    "weighted_sum_errs=[]\n",
    "\n",
    "plt.figure(figsize=[4,10])\n",
    "for idx in range(len(Ts)):\n",
    "    if Ts[idx] < 61:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.5, 303.5]\n",
    "        a=1\n",
    "    elif 61 <= Ts[idx] < 66:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.4]\n",
    "        a=2\n",
    "    elif 66 <= Ts[idx] < 101:\n",
    "        peak_positions = [295, 297., 299., 301]\n",
    "        a=3\n",
    "    else:\n",
    "        peak_positions = np.array([294.3, 296.3, 298.3, 300.3])+1.3-Ts[idx]/100\n",
    "        a=3\n",
    "    \n",
    "    initial_params = []\n",
    "    bounds_lower = []\n",
    "    bounds_upper = []\n",
    "    \n",
    "    for pos in peak_positions:\n",
    "        initial_params.extend([10, pos])\n",
    "        bounds_lower.extend([0, pos - 1])\n",
    "        bounds_upper.extend([np.inf, pos + 1])\n",
    "    \n",
    "    initial_params.extend([0.148, 0.2, 0, 0])  # sigma, gamma, baseline\n",
    "    bounds_lower.extend([0.147, 0, -np.inf, -10])\n",
    "    bounds_upper.extend([.149, 2, np.inf, 100])\n",
    "    \n",
    "    E = EsHVfit[idx, :]\n",
    "    I = dataHVfit[idx, :]\n",
    "    popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    \n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "    fwhm_vals.append(fwhm)\n",
    "    if a==1:\n",
    "        peak_positions_vals.append(np.r_[popt[1::2]])\n",
    "        peak_positions_errs.append(np.r_[perr[1::2]])\n",
    "    if a==2:\n",
    "        peak_positions_vals.append(np.r_[popt[1::2]])\n",
    "        peak_positions_errs.append(np.r_[perr[1::2]])\n",
    "    if a==3:\n",
    "        peak_positions_vals.append(np.r_[0,popt[1::2]])\n",
    "        peak_positions_errs.append(np.r_[0,perr[1::2]])\n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "    I_weight=np.array(I-E*popt[-2]-popt[-1])\n",
    "    E_avg = np.sum(E*I_weight)/np.sum(I_weight)\n",
    "    weighted_sum_vals.append(E_avg)\n",
    "    weighted_variance = np.sum(I_weight * (E - E_avg) ** 2) / np.sum(np.abs(I_weight))\n",
    "    weighted_std_err = np.sqrt(np.abs(weighted_variance) / len(I))\n",
    "    weighted_sum_errs.append(weighted_std_err)\n",
    "    plt.plot(E, I + 50 * (idx), '.', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), multi_voigt(np.arange(285, 310, 0.1), *popt) + 50 * (idx), color=(Ts[idx] / 300, 0, 0), linewidth=1.5)\n",
    "plt.xlim([285, 310])\n",
    "plt.ylim([0, 1000])\n",
    "plt.savefig('Tdepfits.eps')\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, sigma_vals, yerr=sigma_errs, fmt='o-', label='Sigma')\n",
    "plt.errorbar(Ts, gamma_vals, yerr=gamma_errs, fmt='s-', label='Gamma')\n",
    "plt.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='d-', label='Voigt FWHM')\n",
    "plt.xlim([0,110])\n",
    "plt.ylim([0,2])\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Width (units)')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0,160])\n",
    "plt.ylim([285,310])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts,weighted_sum_vals,yerr=weighted_sum_errs,fmt='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "40ec037a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.00521801,  0.11807335, -6.84433326,  3.51943646,  8.10774928,\n",
       "        3.45548655,  6.88882462,  4.54670577,  4.5149252 , 24.11917327,\n",
       "        7.91619112, 12.50460112, 13.62769811, 15.90606142, 18.18423035,\n",
       "       15.8422087 , 33.13631289, 23.86395677, 42.3131329 , 35.35072629,\n",
       "       38.78416154, 27.20146716, 30.63480522, 20.20727997, 31.72612163,\n",
       "       31.69414668, 22.42179055, 33.94053503, 26.97832279, 30.41175805,\n",
       "       24.60442338, 24.5726428 , 21.07545201, 10.64802395,  5.99576122,\n",
       "       18.66977202, 14.01770367,  7.05529706, 11.64380425, 11.6118293 ,\n",
       "       10.42497678,  9.23812425,  2.27581483,  6.86432202, -4.71837236,\n",
       "       -0.12986517,  6.76878591,  9.04695485,  9.01517427,  8.98339369,\n",
       "        0.86601232,  4.29944757, 14.66331448, -1.53957048, -5.03656689,\n",
       "       -0.4480597 ,  2.98518118, -7.4421497 ,  5.2318611 , -5.19556697])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "I_weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "04d24c27",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kB = 0.695034444  # Boltzmann constant (1/K/cm)\n",
    "\n",
    "# Example data (replace with actual values)\n",
    "\n",
    "# Define the anharmonic frequency function\n",
    "def anharmonic_fit(T, homega_0, a):\n",
    "    return homega_0 - (a / (np.exp(homega_0 / (2 * kB * T)) - 1))\n",
    "\n",
    "def anharmonic_fit2(T, homega_0, a):\n",
    "    return homega_0 + (a / (np.exp(296.68/ (2 * kB * T)) - 1))\n",
    "\n",
    "# Initial guess for parameters: [omega_0, a]\n",
    "initial_guess = [298, 4]  # Adjusted based on the scale of the data\n",
    "\n",
    "# Perform the fit\n",
    "popt, pcov = curve_fit(anharmonic_fit, Ts, weighted_sum_vals, p0=initial_guess)\n",
    "popt2, pcov2 = curve_fit(anharmonic_fit, Ts[7:16], weighted_sum_vals[7:16], p0=initial_guess)\n",
    "\n",
    "# Extract fit parameters and uncertainties\n",
    "omega_0_fit, a_fit = popt\n",
    "perr = np.sqrt(np.diag(pcov))  # Standard errors\n",
    "omega_0_fit2, a_fit2 = popt2\n",
    "perr2 = np.sqrt(np.diag(pcov2))  # Standard errors\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit = anharmonic_fit(T_fit, *popt)\n",
    "T_fit2 = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit2 = anharmonic_fit(T_fit2, *popt2)\n",
    "\n",
    "# Plot results\n",
    "fig, ax1 = plt.subplots(figsize=(6,4))\n",
    "\n",
    "ax1.errorbar(Ts,weighted_sum_vals,yerr=weighted_sum_errs,fmt='o')\n",
    "ax1.plot(T_fit, weighted_sum_fit, label=f'0~300K Fit: $\\omega_0$={omega_0_fit:.2f}, a={a_fit:.2e}', color='blue')\n",
    "ax1.plot(T_fit2, weighted_sum_fit2, label=f'65~300K Fit: $\\omega_0$={omega_0_fit2:.2f}, a={a_fit2:.2e}', color='k')\n",
    "ax1.legend(loc='lower left')\n",
    "\n",
    "initial_guess = [0.7, 2]  # Adjusted based on the scale of the data\n",
    "\n",
    "# Perform the fit\n",
    "popt, pcov = curve_fit(anharmonic_fit2, Ts, fwhm_vals, p0=initial_guess)\n",
    "popt2, pcov2 = curve_fit(anharmonic_fit2, Ts[7:], fwhm_vals[7:], p0=initial_guess)\n",
    "# Extract fit parameters and uncertainties\n",
    "omega_0_fit, a_fit = popt\n",
    "omega_0_fit2, a_fit2 = popt2\n",
    "perr = np.sqrt(np.diag(pcov))  # Standard errors\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "width_fit = anharmonic_fit2(T_fit, *popt)\n",
    "width_fit2 = anharmonic_fit2(T_fit, *popt2)\n",
    "ax2 = ax1.twinx()\n",
    "# Plot results\n",
    "ax2.errorbar(Ts,fwhm_vals,yerr=fwhm_errs,fmt='o', color='red')\n",
    "ax2.plot(T_fit, width_fit, label=f'Fit: $\\omega_0$={omega_0_fit:.2f}, a={a_fit:.2e}', color='red')\n",
    "ax2.plot(T_fit, width_fit2, label=f'Fit: $\\omega_0$={omega_0_fit2:.2f}, a={a_fit2:.2e}', color='gray')\n",
    "ax2.legend(loc='upper left')\n",
    "plt.savefig('Tdep_fits.eps')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b09de3f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.interpolate import interp1d\n",
    "\n",
    "# Raw data\n",
    "x_vals = np.array([\n",
    "    0, 10.445682451253504, 17.13091922005573, 27.994428969359333, 35.515320334261844,\n",
    "    44.70752089136491, 53.481894150417844, 60.167130919220085, 70.61281337047356,\n",
    "    80.22284122562675, 90.2506963788301, 99.86072423398332, 107.38161559888582,\n",
    "    114.90250696378834, 124.93036211699166, 135.79387186629532, 143.3147632311978,\n",
    "    151.25348189415044, 159.1922005571031, 170.0557103064067, 176.3231197771588,\n",
    "    185.09749303621174, 194.28969359331478, 205.9888579387187, 213.50974930362122,\n",
    "    219.35933147632312, 226.88022284122565, 231.05849582172704, 239.83286908077997,\n",
    "    251.949860724234, 258.63509749303626, 267.8272980501393, 274.51253481894156,\n",
    "    282.0334261838441\n",
    "])\n",
    "y_vals = np.array([\n",
    "    0.8206706281833616, 0.8206703326066085, 0.8206786324018329, 0.8206783250020099,\n",
    "    0.8206781121867477, 0.8207033189722441, 0.820711559652118, 0.820711370482996,\n",
    "    0.820736541799282, 0.820778714690401, 0.8208378536871426, 0.820939449328686,\n",
    "    0.8210241261568874, 0.821142758842474, 0.8213377212687573, 0.8215920827993246,\n",
    "    0.8217786271996821, 0.8219566708126231, 0.8221432033899105, 0.8223805869917853,\n",
    "    0.822541699968314, 0.8227366978638077, 0.82295715082927, 0.8232369556067363,\n",
    "    0.823406522078401, 0.8235336910206146, 0.8237032574922795, 0.8238050068337345,\n",
    "    0.8240169826579207, 0.8242882866479704, 0.8244408988370827, 0.8246613518025452,\n",
    "    0.8248224529560039, 0.8249877749454956\n",
    "])\n",
    "\n",
    "# Interpolation function\n",
    "interp_func = interp1d(x_vals, y_vals, kind='linear', fill_value='extrapolate')\n",
    "\n",
    "# Create new x values up to 300\n",
    "x_new = np.linspace(0, 300, 500)\n",
    "y_new = interp_func(x_new)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(x_vals, y_vals, 'o', label='Original Data')\n",
    "plt.plot(x_new, y_new, '-', label='Linear Spline Interpolation')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('Linear Spline Interpolation up to x = 300')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "deltaV=interp_func(Ts)/interp_func(0)\n",
    "\n",
    "def thermo_exp_fit(T, homega_0, gamma):\n",
    "    return homega_0*np.exp(-gamma*(interp_func(T)/interp_func(0)-1))\n",
    "\n",
    "popt_weighted3, pcov_weighted3 = curve_fit(thermo_exp_fit, Ts, weighted_sum_vals, p0=[297.8,2])\n",
    "popt_weighted4, pcov_weighted4 = curve_fit(thermo_exp_fit, Ts[8:16], weighted_sum_vals[8:16], p0=[297.8,2])\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit3 = thermo_exp_fit(T_fit, *popt_weighted3)\n",
    "weighted_sum_fit4 = thermo_exp_fit(T_fit, *popt_weighted4)\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "ax1.errorbar(Ts, weighted_sum_vals, yerr=weighted_sum_errs, fmt='o', label=\"Weighted Sum Data\", color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit3, label=f'0~300K Fit: $\\omega_0$={popt_weighted3[0]:.2f}, gamma={popt_weighted3[1]:.2e}', color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit4, label=f'65~300K Fit: $\\omega_0$={popt_weighted4[0]:.2f}, gamma={popt_weighted4[1]:.2e}', color='black')\n",
    "ax1.set_xlabel(\"Temperature (K)\")\n",
    "ax1.set_ylabel(\"Weighted Sum (units)\", color='blue')\n",
    "ax1.set_ylim([294,299.5])\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "# Create a second y-axis\n",
    "ax2 = ax1.twinx()\n",
    "ax2.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='o', label=\"Width Data\", color='red')\n",
    "ax2.plot(T_fit, width_fit, label=f'Fit: $\\omega_0$={omega_0_fit:.2f}, a={a_fit:.2e}', color='red')\n",
    "ax2.plot(T_fit, width_fit2, label=f'Fit: $\\omega_0$={omega_0_fit2:.2f}, a={a_fit2:.2e}', color='gray')\n",
    "ax2.set_ylabel(\"Width (units)\", color='red')\n",
    "ax2.set_ylim([0,5])\n",
    "ax2.tick_params(axis='y', labelcolor='red')\n",
    "ax2.legend(loc='lower right')\n",
    "\n",
    "plt.title(\"Weighted Sum and Width vs. Temperature\")\n",
    "plt.savefig(\"Weighted Sum and Width vs. Temperaturev2.eps\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f4758e04",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "E = [\n",
    "    298.642538650361, 297.840811928538, 297.876212418832, 297.916184645964,\n",
    "    297.442656017396, 297.793013100386, 298.137850010020, 297.391752280058,\n",
    "    297.402767131702, 297.612334926675, 297.608168047869, 296.985474011831,\n",
    "    296.460774630672, 296.174781517923, 294.878163246715, 294.364000047347,\n",
    "    297.773359819951, 298.266865667817, 297.883082446209, 297.706461385913,\n",
    "    297.707976195360, 297.533219744528, 297.878888439616, 297.525211344698,\n",
    "    297.458017695523, 297.626780514474, 297.250875033608, 297.294127961918,\n",
    "    296.650283481508, 296.487979631624, 294.981943285189, 294.736954453080,\n",
    "    297.690406409316, 297.845867509174, 297.596132677664, 298.105694003388,\n",
    "    297.560976794745, 298.438553891602, 297.597945399576, 297.848484552707,\n",
    "    297.638025568326, 297.400330041287, 298.432983330357, 297.785981712951,\n",
    "    296.686536815607, 296.068011851009, 295.604215813781, 295.432838241668,\n",
    "    294.511562880426, 294.411420007624, 297.708969459127, 297.801793693236,\n",
    "    297.770786153902, 298.152162829098, 297.181964944817, 298.416176694563,\n",
    "    297.606247935639, 298.393659629930, 297.955225895783, 297.029234905334,\n",
    "    298.714468847631, 298.010411507696, 297.379319230729, 296.743563450730,\n",
    "    296.194876669516, 295.095723187981, 294.144139282796, 294.528050028808\n",
    "]\n",
    "\n",
    "T = [\n",
    "    14, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 250, 296,\n",
    "    14, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 250, 296,\n",
    "    11, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 220, 250, 275, 296,\n",
    "    11, 20, 30, 40, 50, 55, 60, 65, 70, 80, 100, 130, 160, 190, 220, 250, 275, 296\n",
    "]\n",
    "\n",
    "E_filtered = [e for e, t in zip(E, T) if t > 65]\n",
    "T_filtered = [t for t in T if t > 65]\n",
    "\n",
    "popt_weighted5, pcov_weighted5 = curve_fit(thermo_exp_fit, T, E, p0=[297.8,2])\n",
    "popt_weighted6, pcov_weighted6 = curve_fit(thermo_exp_fit, T_filtered, E_filtered, p0=[297.8,2])\n",
    "\n",
    "# Generate smooth curve for plotting\n",
    "T_fit = np.linspace(min(Ts), max(Ts), 100)\n",
    "weighted_sum_fit5 = thermo_exp_fit(T_fit, *popt_weighted5)\n",
    "weighted_sum_fit6 = thermo_exp_fit(T_fit, *popt_weighted6)\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "ax1.plot(T, E, 'o', label=\"Weighted Sum Data\", color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit5, label=f'0~300K Fit: $\\omega_0$={popt_weighted5[0]:.2f}, gamma={popt_weighted5[1]:.2e}', color='blue')\n",
    "ax1.plot(T_fit, weighted_sum_fit6, label=f'65~300K Fit: $\\omega_0$={popt_weighted6[0]:.2f}, gamma={popt_weighted6[1]:.2e}', color='black')\n",
    "ax1.set_xlabel(\"Temperature (K)\")\n",
    "ax1.set_ylabel(\"Weighted Sum (units)\", color='blue')\n",
    "ax1.set_ylim([293,300])\n",
    "ax1.tick_params(axis='y', labelcolor='blue')\n",
    "ax1.legend(loc='upper left')\n",
    "plt.savefig('oneGaussian.eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ccb8ccfe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = fwhm_vals\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o', label=f'Peak {i+1}',color='r')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.2,color='r')\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([290, 305])\n",
    "plt.savefig('PeaksTdep.eps')\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0df173cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "NameError",
     "evalue": "name 'FWHM_vals' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[12], line 85\u001b[0m\n\u001b[0;32m     83\u001b[0m peak_pos \u001b[38;5;241m=\u001b[39m [pos[i] \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(pos) \u001b[38;5;28;01melse\u001b[39;00m np\u001b[38;5;241m.\u001b[39mnan \u001b[38;5;28;01mfor\u001b[39;00m pos \u001b[38;5;129;01min\u001b[39;00m peak_positions_vals]\n\u001b[0;32m     84\u001b[0m peak_err \u001b[38;5;241m=\u001b[39m [err[i] \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(err) \u001b[38;5;28;01melse\u001b[39;00m np\u001b[38;5;241m.\u001b[39mnan \u001b[38;5;28;01mfor\u001b[39;00m err \u001b[38;5;129;01min\u001b[39;00m peak_positions_errs]\n\u001b[1;32m---> 85\u001b[0m FWHM \u001b[38;5;241m=\u001b[39m [fwhm[i] \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;241m<\u001b[39m \u001b[38;5;28mlen\u001b[39m(fwhm) \u001b[38;5;28;01melse\u001b[39;00m np\u001b[38;5;241m.\u001b[39mnan \u001b[38;5;28;01mfor\u001b[39;00m fwhm \u001b[38;5;129;01min\u001b[39;00m \u001b[43mFWHM_vals\u001b[49m]\n\u001b[0;32m     87\u001b[0m plt\u001b[38;5;241m.\u001b[39merrorbar(Ts, peak_pos, yerr\u001b[38;5;241m=\u001b[39mpeak_err, fmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mo-\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPeak \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mi\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m1\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     89\u001b[0m \u001b[38;5;66;03m# Add shading for FWHM\u001b[39;00m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'FWHM_vals' is not defined"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "EsHVfit = EsHV[:, 870:960]-offsetsHV\n",
    "EsVHfit = EsVH[:, 870:960]-offsetsVH\n",
    "\n",
    "dataHVfit = dataHV[:, 870:960]\n",
    "dataVHfit = dataVH[:, 870:960]\n",
    "\n",
    "sigma_vals = []\n",
    "gamma_vals = []\n",
    "fwhm_vals = []\n",
    "peak_positions_vals = []\n",
    "sigma_errs = []\n",
    "gamma_errs = []\n",
    "fwhm_errs = []\n",
    "peak_positions_errs = []\n",
    "\n",
    "for idx in range(len(Ts)):\n",
    "    if Ts[idx] < 45:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.5, 303.5]\n",
    "    elif 45 <= Ts[idx] < 66:\n",
    "        peak_positions = [293.5, 295.5, 297.5, 299.5, 301.4]\n",
    "    else:\n",
    "        peak_positions = [295.83, 297.8, 300.35]\n",
    "    \n",
    "    initial_params = []\n",
    "    bounds_lower = []\n",
    "    bounds_upper = []\n",
    "    \n",
    "    for pos in peak_positions:\n",
    "        initial_params.extend([10, pos])\n",
    "        bounds_lower.extend([0, pos - 1])\n",
    "        bounds_upper.extend([np.inf, pos + 1])\n",
    "    \n",
    "    initial_params.extend([0.2, 0.2, 0, 0])  # sigma, gamma, baseline\n",
    "    bounds_lower.extend([0.1, 0, -np.inf, -10])\n",
    "    bounds_upper.extend([.2, 2, np.inf, 100])\n",
    "    \n",
    "    E = EsVHfit[idx, :]\n",
    "    I = dataVHfit[idx, :]\n",
    "    popt, pcov = curve_fit(multi_voigt, E, I, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "    perr = np.sqrt(np.diag(pcov))\n",
    "    \n",
    "    sigma_vals.append(popt[-4])\n",
    "    gamma_vals.append(popt[-3])\n",
    "    fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "    fwhm_vals.append(fwhm)\n",
    "    peak_positions_vals.append(popt[1::2])\n",
    "    \n",
    "    sigma_errs.append(perr[-4])\n",
    "    gamma_errs.append(perr[-3])\n",
    "    fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "    peak_positions_errs.append(perr[1::2])\n",
    "    \n",
    "    plt.plot(E, I + 50 * (idx), '.-', color=(Ts[idx] / 300, 0, 0))\n",
    "    plt.plot(np.arange(285, 310, 0.1), multi_voigt(np.arange(285, 310, 0.1), *popt) + 50 * (idx), color=(Ts[idx] / 300, 0, 0), linewidth=1)\n",
    "plt.xlim([285, 310])\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(Ts, sigma_vals, yerr=sigma_errs, fmt='o-', label='Sigma')\n",
    "plt.errorbar(Ts, gamma_vals, yerr=gamma_errs, fmt='s-', label='Gamma')\n",
    "plt.errorbar(Ts, fwhm_vals, yerr=fwhm_errs, fmt='d-', label='Voigt FWHM')\n",
    "plt.xlim([0,110])\n",
    "plt.ylim([0,2])\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Width (units)')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0,160])\n",
    "plt.ylim([285,310])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = [fwhm[i] if i < len(fwhm) else np.nan for fwhm in FWHM_vals]\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.3)\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([285, 310])\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5bbec478",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    FWHM = fwhm_vals\n",
    "    \n",
    "    plt.errorbar(Ts, peak_pos, yerr=peak_err, fmt='o', label=f'Peak {i+1}')\n",
    "    \n",
    "    # Add shading for FWHM\n",
    "    lower_bound = np.array(peak_pos) - np.array(FWHM) / 2\n",
    "    upper_bound = np.array(peak_pos) + np.array(FWHM) / 2\n",
    "    plt.fill_between(Ts, lower_bound, upper_bound, alpha=0.3)\n",
    "\n",
    "plt.xlabel('Temperature (K)')\n",
    "plt.ylabel('Peak Position (units)')\n",
    "plt.xlim([0, 300])\n",
    "plt.ylim([285, 310])\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "172b9b40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.6160389386711049,\n",
       " 0.610894321831829,\n",
       " 0.6026873963959363,\n",
       " 0.6192192696419243,\n",
       " 0.7377187282745568,\n",
       " 0.7253942419735686,\n",
       " 0.9424542855337673,\n",
       " 0.9491256592473898,\n",
       " 0.772194148303241,\n",
       " 1.9644641233694025,\n",
       " 1.317652220828346,\n",
       " 2.481804752945319,\n",
       " 3.214330506024056,\n",
       " 3.59925562748135,\n",
       " 4.042500837582862,\n",
       " 4.042500837085452,\n",
       " 4.042500837665904,\n",
       " 4.042500837665904]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
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